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Н Новости

Работа с YOLOV8. Детекция, сегментация, трекинг объектов, а также подготовка собственного датасета и обучение

Если вам кажется, что начать работу с нейросетями - это сложно, то этот материал для вас!

Итак, YOLO (You Only Look Once) — нейронная сеть, предназначенная работы с объектами на изображениях и может решать следующие задачи:

Детекция - обнаружение объектов
Сегментация - разделение изображения на области, которые относятся к каждому объекту
Классификация - определение что же находится на изображении
Поиск ключевых точек тела - для определения позы человека
Трекинг объектов - потоковая обработка, при которой для каждого объекта возможно сохранять и использовать историю местоположения

Также в этой статье также будет рассмотрено:

Предсказание движения на основе трекинга
Создание собственного датасета для дообучения модели детекции новых объектов

Подготовка к работе с YOLO

Отличительной особенностью YOLO является подход, при котором вы можете начать использовать нейросеть имея минимальные навыки программирования на Python.
Для установки YOLO на ваш компьютер выполните к консоли:

pip install ultralyticsПосле этого все необходимы модули будут установлены и можно переходить к работе.

Детекция объектов на фото

Детекция объектов - определение местоположения объектов и их классов на изображении.

Для примера возьмем картинку и определим объекты на ней:

Множество разных объектов

Для использования нейросети YOLO напишем скрипт:

from ultralytics import YOLO
import cv2
import numpy as np
import os

# Загрузка модели YOLOv8
model = YOLO('yolov8n.pt')

# Список цветов для различных классов
colors = [
    (255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0), (0, 255, 255),
    (255, 0, 255), (192, 192, 192), (128, 128, 128), (128, 0, 0), (128, 128, 0),
    (0, 128, 0), (128, 0, 128), (0, 128, 128), (0, 0, 128), (72, 61, 139),
    (47, 79, 79), (47, 79, 47), (0, 206, 209), (148, 0, 211), (255, 20, 147)
]

# Функция для обработки изображения
def process_image(image_path):
    # Загрузка изображения
    image = cv2.imread(image_path)
    results = model(image)[0]
    
    # Получение оригинального изображения и результатов
    image = results.orig_img
    classes_names = results.names
    classes = results.boxes.cls.cpu().numpy()
    boxes = results.boxes.xyxy.cpu().numpy().astype(np.int32)

    # Подготовка словаря для группировки результатов по классам
    grouped_objects = {}

    # Рисование рамок и группировка результатов
    for class_id, box in zip(classes, boxes):
        class_name = classes_names[int(class_id)]
        color = colors[int(class_id) % len(colors)]  # Выбор цвета для класса
        if class_name not in grouped_objects:
            grouped_objects[class_name] = []
        grouped_objects[class_name].append(box)

        # Рисование рамок на изображении
        x1, y1, x2, y2 = box
        cv2.rectangle(image, (x1, y1), (x2, y2), color, 2)
        cv2.putText(image, class_name, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, color, 2)

    # Сохранение измененного изображения
    new_image_path = os.path.splitext(image_path)[0] + '_yolo' + os.path.splitext(image_path)[1]
    cv2.imwrite(new_image_path, image)

    # Сохранение данных в текстовый файл
    text_file_path = os.path.splitext(image_path)[0] + '_data.txt'
    with open(text_file_path, 'w') as f:
        for class_name, details in grouped_objects.items():
            f.write(f"{class_name}:\n")
            for detail in details:
                f.write(f"Coordinates: ({detail[0]}, {detail[1]}, {detail[2]}, {detail[3]})\n")

    print(f"Processed {image_path}:")
    print(f"Saved bounding-box image to {new_image_path}")
    print(f"Saved data to {text_file_path}")


process_image('test.png')

В начале кода — выбор модели (она скачается автоматически при первом запуске скрипта). Кроме минимальной yolov8n.pt, доступны еще несколько:
yolov8n.pt yolov8s.pt yolov8m.pt yolov8l.pt yolov8x.pt

Каждая следующая больше, работает медленнее, но и некоторые объекты определяет значительно лучше.

Сравнительные характеристики моделей, а также возможность их запуска на различных устройствах описаны в статье Степана Жданова:
https://habr.com/ru/articles/822917/

В результате работы нейросети получаем объект boxes, который содержит информацию о координатах, найденных на изображении объектов, а также принадлежности их к классу (person, car, bus, traffic light и т.д.)

Итак, после выполнения данного скрипта видим результат:

Кроме этого, для дополнительной обработки данные по объектам на изображении сохраняются в текстовый файл такого вида:

car:
Coordinates: (842, 681, 1180, 894)
Coordinates: (254, 849, 524, 971)
Coordinates: (49, 620, 425, 857)
stop sign:
Coordinates: (407, 560, 470, 626)
Coordinates: (267, 494, 341, 557)
traffic light:
Coordinates: (334, 157, 451, 426)
Coordinates: (938, 97, 1031, 312)
Coordinates: (86, 481, 130, 602)
person:
Coordinates: (578, 711, 710, 990)
Coordinates: (715, 723, 750, 798)
Coordinates: (715, 852, 864, 976)
Coordinates: (241, 897, 385, 1012)
truck:
Coordinates: (52, 620, 425, 859)

Детекция объектов в видео-потоке

После практики с одним изображением перейдем к обработке видео. В целом, оно не сильно сложнее, т.к. видео это всего лишь последовательность изображений! Отличительной особенностью следующего кода является только то, что для записи видео используются специальные кодеки для формата MP4.

from ultralytics import YOLO
import cv2
import numpy as np

# Загрузка модели YOLOv8
model = YOLO('yolov8n.pt')

# Список цветов для различных классов
colors = [
    (255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0), (0, 255, 255),
    (255, 0, 255), (192, 192, 192), (128, 128, 128), (128, 0, 0), (128, 128, 0),
    (0, 128, 0), (128, 0, 128), (0, 128, 128), (0, 0, 128), (72, 61, 139),
    (47, 79, 79), (47, 79, 47), (0, 206, 209), (148, 0, 211), (255, 20, 147)
]

# Открытие исходного видеофайла
input_video_path = 'input.mp4'
capture = cv2.VideoCapture(input_video_path)

# Чтение параметров видео
fps = int(capture.get(cv2.CAP_PROP_FPS))
width = int(capture.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(capture.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Настройка выходного файла
output_video_path = 'detect.mp4'
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
writer = cv2.VideoWriter(output_video_path, fourcc, fps, (width, height))

while True:
    # Захват кадра
    ret, frame = capture.read()
    if not ret:
        break

    # Обработка кадра с помощью модели YOLO
    results = model(frame)[0]

    # Получение данных об объектах
    classes_names = results.names
    classes = results.boxes.cls.cpu().numpy()
    boxes = results.boxes.xyxy.cpu().numpy().astype(np.int32)
    # Рисование рамок и подписей на кадре
    for class_id, box, conf in zip(classes, boxes, results.boxes.conf):
        if conf>0.5:
            class_name = classes_names[int(class_id)]
            color = colors[int(class_id) % len(colors)]
            x1, y1, x2, y2 = box
            cv2.rectangle(frame, (x1, y1), (x2, y2), color, 2)
            cv2.putText(frame, class_name, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, color, 2)

    # Запись обработанного кадра в выходной файл
    writer.write(frame)

# Освобождение ресурсов и закрытие окон
capture.release()
writer.release()

Для детекции объектов при помощи веб камеры - достаточно в строке
capture = cv2.VideoCapture(input_video_path)указать индекс камеры для подключенияcapture = cv2.VideoCapture(0)Пример полного кода:
https://github.com/stepanburmistrov/YoloV8/blob/main/Detection_Camera.py

Сегментация изображения

Сегментация - разделение изображения на классы. Один из самых эффектных способов разобраться с этим процессом будет удаление фона вокруг человека с фото/видео.

Для начала, возьмем фотографию (кадр из предыдущего видео) и применим модель YoloV8 предназначенную для сегментации. Как и в случае с детекцией выбор есть:
yolov8n-seg.pt yolov8s-seg.pt yolov8m-seg.pt yolov8l-seg.pt yolov8x-seg.pt

import cv2
import numpy as np
from ultralytics import YOLO
import os

# Загрузка модели YOLOv8
model = YOLO('yolov8x-seg.pt')

colors = [
    (255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0), (0, 255, 255),
    (255, 0, 255), (192, 192, 192), (128, 128, 128), (128, 0, 0), (128, 128, 0),
    (0, 128, 0), (128, 0, 128), (0, 128, 128), (0, 0, 128), (72, 61, 139),
    (47, 79, 79), (47, 79, 47), (0, 206, 209), (148, 0, 211), (255, 20, 147)
]

def process_image(image_path):
    # Проверка наличия папки для сохранения результатов
    if not os.path.exists('results'):
        os.makedirs('results')
    
    # Загрузка изображения
    image = cv2.imread(image_path)
    image_orig = image.copy()
    h_or, w_or = image.shape[:2]
    image = cv2.resize(image, (640, 640))
    results = model(image)[0]
    
    classes_names = results.names
    classes = results.boxes.cls.cpu().numpy()
    masks = results.masks.data.cpu().numpy()

    # Наложение масок на изображение
    for i, mask in enumerate(masks):
        color = colors[int(classes[i]) % len(colors)]
        
        # Изменение размера маски перед созданием цветной маски
        mask_resized = cv2.resize(mask, (w_or, h_or))
        
        # Создание цветной маски
        color_mask = np.zeros((h_or, w_or, 3), dtype=np.uint8)
        color_mask[mask_resized > 0] = color

        # Сохранение маски каждого класса в отдельный файл
        mask_filename = os.path.join('results', f"{classes_names[classes[i]]}_{i}.png")
        cv2.imwrite(mask_filename, color_mask)

        # Наложение маски на исходное изображение
        image_orig = cv2.addWeighted(image_orig, 1.0, color_mask, 0.5, 0)


    # Сохранение измененного изображения
    new_image_path = os.path.join('results', os.path.splitext(os.path.basename(image_path))[0] + '_segmented' + os.path.splitext(image_path)[1])
    cv2.imwrite(new_image_path, image_orig)
    print(f"Segmented image saved to {new_image_path}")

process_image('segmentation_test.png')

В результате получим вот такое изображение:

Сегментация изображения с помощью YoloV8

А также в папку results сохранятся маски каждого найденного класса, для удобного исследования

Теперь поработаем над удалением фона - для примера будем заменять фон на зеленый. В дальнейшем это поможет в других программах для редактирования фото или видео эффективно размыть края и получить весьма достойный результат!

Пример кода, решающего эту задачу:

import cv2
import numpy as np
from ultralytics import YOLO
import os

model = YOLO('yolov8n-seg.pt')

# Цвет для выделения объектов класса "person"
person_color = (0, 255, 0)  # Зеленый цвет

def process_image(image_path):
    frame = cv2.imread(image_path)
    if frame is None:
        print("Ошибка: не удалось загрузить изображение")
        return

    image_orig = frame.copy()
    h_or, w_or = frame.shape[:2]
    image = cv2.resize(frame, (640, 640))
    results = model(image)[0]

    classes = results.boxes.cls.cpu().numpy()
    masks = results.masks.data.cpu().numpy()

    # Создаем зеленый фон
    green_background = np.zeros_like(image_orig)
    green_background[:] = person_color

    # Наложение масок на изображение
    for i, mask in enumerate(masks):
        class_name = results.names[int(classes[i])]
        if class_name == 'person':
            color_mask = np.zeros((640, 640, 3), dtype=np.uint8)
            resized_mask = cv2.resize(mask, (640, 640), interpolation=cv2.INTER_NEAREST)
            color_mask[resized_mask > 0] = person_color

            color_mask = cv2.resize(color_mask, (w_or, h_or), interpolation=cv2.INTER_NEAREST)

            mask_resized = cv2.resize(mask, (w_or, h_or), interpolation=cv2.INTER_NEAREST)
            green_background[mask_resized > 0] = image_orig[mask_resized > 0]

    # Сохраняем обработанное изображение с добавлением суффикса '_segmented'
    base_name, ext = os.path.splitext(image_path)
    output_path = f"{base_name}_removed_BG{ext}"
    cv2.imwrite(output_path, green_background)
    print(f"Processed image saved to {output_path}")

    cv2.imshow('Processed Image', green_background)  # Показываем обработанное изображение
    cv2.waitKey(0)
    cv2.destroyAllWindows()

# Путь к изображению, которое необходимо обработать
image_path = 'test.jpg'
process_image(image_path)

Удаление фона вокруг человека с помощью нейросети YOLOV8

По коду есть важное дополнение, что для качественной и наиболее точной разметки изображения, перед "скармливанием" нейросети нужно привести к размеру 640*640 px.
В остальных случаях маски объектов могут получаться с небольшим смещением.

В качестве еще одного примера для использования — автоматическое создание стикеров:
https://github.com/stepanburmistrov/YoloV8/blob/main/Segmentation_Image2Sticker.py

Создание стикера при помощи YoloV8

Классификация

Процесс обработки изображения, при котором все изображение целиком будет относиться к определенному классу.

Детекция и классификация решают разные задачи и имеют свои особенности и области применения. Вот основные причины, почему не всегда следует использовать детекцию вместо классификации:

Сложность задачи:
- Классификация: Определяет, к какому классу относится весь объект или изображение целиком. Например, классификация фотографии как "собака" или "кошка".
- Детекция: Находит объекты внутри изображения и определяет их классы и местоположение (например, где на фотографии находится собака и где кошка).
Ресурсы и вычислительная мощность:
- Классификация: Обычно требует меньше вычислительных ресурсов, так как анализируется весь объект или изображение целиком без необходимости определения его частей.
- Детекция: Более вычислительно затратна, так как требует анализа изображения для поиска объектов и определения их границ.
Скорость выполнения:
- Классификация: Быстрее, так как выполняется одна операция определения класса для всего изображения.
- Детекция: Медленнее, так как требует многократного анализа изображения для поиска всех объектов и их классификации.
Сложность реализации:
- Классификация: Проще в реализации и настройке, так как обучается на меньших и более структурированных данных.
- Детекция: Более сложна в реализации, требует больше данных и времени на обучение, особенно если нужно обнаруживать объекты разного размера и формы.

Когда использовать классификацию

Целостное определение класса объекта: Если нужно определить класс всего объекта или изображения, а не его частей. Например, определить, что изображено на фотографии (собака или кошка).
Ограниченные вычислительные ресурсы: В условиях, когда ограничены ресурсы для вычислений и требуется быстрая обработка данных.
Более точное определение "подклассов". Например, можно находить буквы на изображении с помощью детекции, а затем более точно определять символ при помощи классификации!

Когда использовать детекцию

Множественные объекты на изображении: Если на изображении может быть несколько объектов разных классов, и нужно определить их местоположение и классы. Например, обнаружение автомобилей и пешеходов на улице.
Анализ сложных сцен: Когда нужно анализировать сложные сцены, где важно не только определить, какие объекты присутствуют, но и где они находятся.
Применение в реальном времени: В задачах, где необходимо отслеживать объекты в реальном времени, например, в системах видеонаблюдения.

Пример кода для одного изображения:

import cv2
import numpy as np
from ultralytics import YOLO
import os

model = YOLO('yolov8n-cls.pt')


def process_image(img):
    # Обработка кадра с помощью модели
    results = model(img)[0]

    # Отображение результатов классификации на изображении
    if results.probs is not None:
        # Доступ к вершинам классификации
        top1_idx = results.probs.top1  # Индекс класса с наивысшей вероятностью
        top1_conf = results.probs.top1conf.item()  # Вероятность для класса с наивысшей вероятностью
        class_name = results.names[top1_idx]  # Получаем имя класса по индексу

        # Отображаем класс и вероятность на кадре
        label = f"{class_name}: {top1_conf:.2f}"
        cv2.putText(img, label, (50, 50),
                    cv2.FONT_HERSHEY_SIMPLEX, 2,
                    (255, 0, 0), 3)

    return image

image = cv2.imread("dog.jpg")
image = process_image(image)
cv2.imwrite('result.jpg', image)

Не совсем колли, но похож! Модели для классификации есть куда учиться

Поиск ключевых точек тела - определения позы человека

Способой применения данной модели можно найти множество, вот некоторые из них:

Тренировки спортсменов: Помощь в анализе движений спортсменов для улучшения их техники
Реабилитация: Мониторинг и корректировка движений пациентов во время реабилитационных упражнений.
Обнаружение падений: Автоматическое обнаружение падений и других опасных ситуаций для пожилых людей или работников на производстве.
Анимация: Создание реалистичных движений для анимационных персонажей в фильмах и видеоиграх.
Виртуальная и дополненная реальность: Реалистичное отслеживание движений пользователей для создания интерактивных VR и AR приложений.
Анализ поведения клиентов: Изучение движения и поведения клиентов в магазинах для оптимизации выкладки товаров и улучшения обслуживания.
Цифровые зеркала: Виртуальная примерка одежды, позволяющая клиентам видеть, как они будут выглядеть в разных нарядах без необходимости физической примерки.

Пример кода для обработки изображения (а с помощью предыдущих примеров легко сделать обработку видео-файла или камеры):

from ultralytics import YOLO
import cv2
import numpy as np
import os

# Загрузка модели YOLOv8-Pose
model = YOLO('yolov8n-pose.pt')

# Словарь цветов для различных классов
colors = {
    'white': (255, 255, 255),
    'red': (0, 0, 255),
    'blue': (255, 0, 0)
}

def draw_skeleton(image, keypoints, confs, pairs, color):
    for (start, end) in pairs:
        if confs[start] > 0.5 and confs[end] > 0.5:
            x1, y1 = int(keypoints[start][0]), int(keypoints[start][1])
            x2, y2 = int(keypoints[end][0]), int(keypoints[end][1])
            if (x1, y1) != (0, 0) and (x2, y2) != (0, 0):  # Игнорирование точек в (0, 0)
                cv2.line(image, (x1, y1), (x2, y2), color, 2)

def process_image(image_path):
    # Загрузка изображения
    image = cv2.imread(image_path)
    if image is None:
        print("Ошибка: не удалось загрузить изображение")
        return

    # Обработка изображения с помощью модели
    results = model(image)[0]

    # Проверка на наличие обнаруженных объектов
    if hasattr(results, 'boxes') and hasattr(results.boxes, 'cls') and len(results.boxes.cls) > 0:
        classes_names = results.names
        classes = results.boxes.cls.cpu().numpy()
        boxes = results.boxes.xyxy.cpu().numpy().astype(np.int32)

        # Обработка ключевых точек
        if results.keypoints:
            keypoints = results.keypoints.data.cpu().numpy()
            confs = results.keypoints.conf.cpu().numpy()
            
            for i, (class_id, box, kp, conf) in enumerate(zip(classes, boxes, keypoints, confs)):
                draw_box=False
                if draw_box:
                    class_name = classes_names[int(class_id)]
                    color = colors['white']
                    x1, y1, x2, y2 = box
                    cv2.rectangle(image, (x1, y1), (x2, y2), color, 2)
                    cv2.putText(image, class_name, (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, color, 2)

                # Визуализация ключевых точек с номерами
                for j, (point, point_conf) in enumerate(zip(kp, conf)):
                    if point_conf > 0.5:  # Фильтрация по уверенности
                        x, y = int(point[0]), int(point[1])
                        if (x, y) != (0, 0):  # Игнорирование точек в (0, 0)
                            cv2.circle(image, (x, y), 5, colors['blue'], -1)
                            cv2.putText(image, str(j), (x + 5, y - 5), cv2.FONT_HERSHEY_SIMPLEX, 0.5, colors['blue'], 2)

                # Рисование скелета
                draw_skeleton(image, kp, conf, [(5, 7), (7, 9), (6, 8), (8, 10)], colors['white']) # Руки
                draw_skeleton(image, kp, conf, [(11, 13), (13, 15), (12, 14), (14, 16)], colors['red']) # Ноги
                draw_skeleton(image, kp, conf, [(5, 11), (6, 12)], colors['blue']) # Тело

    # Сохранение и отображение результатов
    output_path = os.path.splitext(image_path)[0] + "_pose_detected.jpg"
    cv2.imwrite(output_path, image)
    print(f"Сохранено изображение с результатами: {output_path}")

    cv2.imshow('YOLOv8-Pose Detection', image)
    cv2.waitKey(0)
    cv2.destroyAllWindows()

# Путь к изображению для обработки
image_path = 'd.jpg'
process_image(image_path)

Трекинг объектов

Трекинг объектов — это процесс записи и анализа перемещений объектов в видео или последовательности изображений. Этот процесс включает присвоение уникальных идентификаторов каждому обнаруженному объекту и отслеживание его местоположения с течением времени. Благодаря этому подходу можно решать множество задач в различных областях.

Применения трекинга объектов:

Безопасность и видеонаблюдение: Обнаружение подозрительного поведения, автоматическое отслеживание людей для выявления подозрительных действий, определение и предупреждение о пропавших или оставленных без присмотра объектах.
Транспорт и логистика: Управление дорожным движением, мониторинг транспортных средств для оптимизации потока движения, автономные транспортные средства и предотвращение столкновений.
Розничная торговля: Анализ поведения покупателей для оптимизации расположения товаров, улучшения пользовательского опыта и противокражные системы для мониторинга подозрительных действий.
Спорт и анализ производительности: Анализ спортивных мероприятий, отслеживание игроков для детального анализа их действий и стратегии, использование трекинга для улучшения техники спортсменов.
Медицина и здравоохранение: Реабилитация, отслеживание движений пациентов для мониторинга их прогресса, анализ походки и других движений для выявления нарушений и заболеваний.
Робототехника и взаимодействие человек-компьютер: Навигация роботов, обеспечение безопасного передвижения роботов в динамической среде, жестовое управление устройствами и приложениями.

Пример кода для обработки видео:

from collections import defaultdict
import cv2
import numpy as np
from ultralytics import YOLO

# Загрузка модели YOLOv8
model = YOLO("yolov8x.pt")

# Открытие видео файла
video_path = "input.mp4"
cap = cv2.VideoCapture(video_path)

# Проверка успешного открытия видео
if not cap.isOpened():
    print(f"Ошибка открытия {video_path}")
    exit()


# Получение FPS видео
fps = cap.get(cv2.CAP_PROP_FPS)
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Настройка VideoWriter для сохранения выходного видео
fourcc = cv2.VideoWriter_fourcc(*'mp4v')
out = cv2.VideoWriter('out.mp4', fourcc, fps, (width, height))

# Создание словаря для хранения истории треков объектов
track_history = defaultdict(lambda: [])

# Цикл для обработки каждого кадра видео
while cap.isOpened():
    # Считывание кадра из видео
    success, frame = cap.read()

    if not success:
        print("Конец видео")
        break

    # Применение YOLOv8 для отслеживания объектов на кадре, с сохранением треков между кадрами
    results = model.track(frame, persist=True)

    # Проверка на наличие объектов
    if results[0].boxes is not None and results[0].boxes.id is not None:
        # Получение координат боксов и идентификаторов треков
        boxes = results[0].boxes.xywh.cpu()  # xywh координаты боксов
        track_ids = results[0].boxes.id.int().cpu().tolist()  # идентификаторы треков

        # Визуализация результатов на кадре
        annotated_frame = results[0].plot()

        # Отрисовка треков
        for box, track_id in zip(boxes, track_ids):
            x, y, w, h = box  # координаты центра и размеры бокса
            track = track_history[track_id]
            track.append((float(x), float(y)))  # добавление координат центра объекта в историю
            if len(track) > 30:  # ограничение длины истории до 30 кадров
                track.pop(0)

            # Рисование линий трека
            points = np.hstack(track).astype(np.int32).reshape((-1, 1, 2))
            cv2.polylines(annotated_frame, [points], isClosed=False, color=(230, 230, 230), thickness=10)

        # Отображение аннотированного кадра
        cv2.imshow("YOLOv8 Tracking", annotated_frame)
        out.write(annotated_frame)  # запись кадра в выходное видео
    else:
        # Если объекты не обнаружены, просто отображаем кадр
        cv2.imshow("YOLOv8 Tracking", frame)
        out.write(frame)  # запись кадра в выходное видео

    # Прерывание цикла при нажатии клавиши 'Esc'
    if cv2.waitKey(1) == 27:
        break

# Освобождение видеозахвата и закрытие всех окон OpenCV
cap.release()
out.release()  # закрытие выходного видеофайла
cv2.destroyAllWindows()

Теперь, когда трекинг работает, становится возможным анализировать собранные данные. Мы будем предсказывать местоположение объекта через заданное время:

Для этого будем использовать возможности библиотеки NumPy, которая позволяет найти линейную регрессию для заданных точек. Это поможет нам усреднить движение объекта и предсказать его будущие координаты.

Вот полный код функции predict_position, который использует метод наименьших квадратов для нахождения линии, лучше всего описывающей последние точки пути объекта, и экстраполяцию этой линии для предсказания будущего положения:

def predict_position(track, future_time, fps):
    if len(track) < 2:
        return track[-1]

    N = min(len(track), 25)
    track = np.array(track[-N:])

    times = np.arange(-N + 1, 1)

    A = np.vstack([times, np.ones(len(times))]).T
    k_x, b_x = np.linalg.lstsq(A, track[:, 0], rcond=None)[0]
    k_y, b_y = np.linalg.lstsq(A, track[:, 1], rcond=None)[0]

    future_frames = future_time * fps
    future_x = k_x * future_frames + b_x
    future_y = k_y * future_frames + b_y

Все тоже видео, но уже с обработкой предсказания:

Код для обработки видео с предсказанием

Создание собственного датасета

И теперь самое интересное — как же обучить нейросеть YOLOV8 обрабатывать не только автомобили и собачек, но и объекты с которыми необходимо работать. Для этого разработчиками предусмотрена возможность дообучить модель.
Почему дообучить? Потому что обучается не вся модель, а только последние слои нейронной сети. Это позволяет эффективно и быстро тренировать модель не ограниченном датасете, который реально разметить руками! Начнем!

Задача пройти полный путь и получить качественный результат, который в дальнейшем можно будет улучшать, увеличивая сложность объектов и условия их появления!
Представляю нашего героя - "Кубик" (который на самом деле прямоугольный параллелепипед). Именно его мы научим распознавать нашу модель!

— Сразу отвечу на вопрос: "А почему не OpenCV? Ведь ее тут достаточно".
— Да, более того, мы с помощью нее автоматически разметим датасет. А не ее, т.к. задача - обучить модель определять нужные объекты!

Снимаем видео с объектом, захватывая также кадры, где его нет, т.е. просто фон!

Следующим шагом разделяем видео на отдельные изображения

import cv2
import os
import time

# Путь к видеофайлу
video_path = '000.mp4'
# Папка для сохранения изображений
output_folder = 'output_images'
# Интервал между кадрами (каждый n-й кадр будет сохранен)
frame_interval = 1  # Можно изменить на 2, 5 и т.д.

os.makedirs(output_folder, exist_ok=True)

# Открытие видеофайла
cap = cv2.VideoCapture(video_path)
if not cap.isOpened():
    print(f"Ошибка открытия видеофайла: {video_path}")
    exit()

frame_count = 0
saved_count = 0

while True:
    ret, frame = cap.read()
    if not ret:
        break

    if frame_count % frame_interval == 0:
        # Получение текущего времени в виде временной метки
        timestamp = int(time.time() * 1000)  # Используем миллисекунды для большей точности
        output_path = os.path.join(output_folder, f'{timestamp}_frame_{saved_count:05d}.jpg')
        cv2.imwrite(output_path, frame)
        print(f"Сохранено: {output_path}")
        saved_count += 1

    frame_count += 1

cap.release()
print("Разделение видео на фотографии завершено.")

И получаем огромное количество фотографий. Сколько их нужно? Ответ на этот вопрос однозначно сложно дать, т.к. зависит от сложности объекта и условий, в которых он будет определяться.
Точно можно сказать, что чем разнообразнее будут кадры с окружающей обстановкой (если это, конечно, требуется в условиях дальнейшей эксплуатации), тем лучше потом будет работать обученная модель!

Теперь нужно разметить данные, т.е. указать места, где же находится искомый объект.

Автоматизированная разметка

Т.к. данная задача решается в "тепличных" условиях можем разметить автоматически, с применением OpenCV. Возьмем один из кадров нашего датасета и воспользуемся скриптом для подбора диапазонов в цветовой модели HSV, который позволит выделить кубик из фона:

import cv2
import numpy as np

def nothing(*arg):
    pass

cv2.namedWindow( "result" ) 
cv2.namedWindow( "settings" )


cv2.createTrackbar('h1', 'settings', 0, 180, nothing)
cv2.createTrackbar('s1', 'settings', 0, 255, nothing)
cv2.createTrackbar('v1', 'settings', 0, 255, nothing)
cv2.createTrackbar('h2', 'settings', 180, 180, nothing)
cv2.createTrackbar('s2', 'settings', 255, 255, nothing)
cv2.createTrackbar('v2', 'settings', 255, 255, nothing)

while True:
    img = cv2.imread('000.jpg')
    h,w,_=img.shape
    img=cv2.resize(img,(w//5,h//5))
    hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV )
 
    # считываем значения бегунков
    h1 = cv2.getTrackbarPos('h1', 'settings')
    s1 = cv2.getTrackbarPos('s1', 'settings')
    v1 = cv2.getTrackbarPos('v1', 'settings')
    h2 = cv2.getTrackbarPos('h2', 'settings')
    s2 = cv2.getTrackbarPos('s2', 'settings')
    v2 = cv2.getTrackbarPos('v2', 'settings')
    h_min = np.array((h1, s1, v1), np.uint8)
    h_max = np.array((h2, s2, v2), np.uint8)
    img_bin = cv2.inRange(hsv, h_min, h_max)
    cv2.imshow('result', img_bin)
    cv2.imshow('original', img)
    ch = cv2.waitKey(5)
    if ch == 27:
        break
cv2.destroyAllWindows()

Теперь необходимо записать полученные значения в формате:
lower_hsv = np.array([64, 54, 167]) upper_hsv = np.array([180, 255, 255])

Следующий скрипт применит данный фильтр ко всем изображениям и сохранит координаты найденного объекта.
ВАЖНО! Этот скрипт для решения простой задачи - где в кадре один объект одного класса, в хороших условиях. Для ручной разметки скрипт дальше!

import cv2
import os
import numpy as np

input_folder = 'output_images'
output_folder = 'dataset/train'
output_images_folder = os.path.join(output_folder, 'images')
output_labels_folder = os.path.join(output_folder, 'labels')

os.makedirs(output_images_folder, exist_ok=True)
os.makedirs(output_labels_folder, exist_ok=True)

lower_hsv = np.array([89, 71, 120])
upper_hsv = np.array([180, 255, 255])

def find_mask(image, lower_hsv, upper_hsv):
    hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
    mask = cv2.inRange(hsv_image, lower_hsv, upper_hsv)
    return mask

def find_bounding_rect(mask):
    contours, _ = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
    if contours:
        contour = max(contours, key=cv2.contourArea)
        x, y, w, h = cv2.boundingRect(contour)
        return x, y, x + w, y + h
    else:
        return None

def normalize_coordinates(x1, y1, x2, y2, img_width, img_height):
    x_center = (x1 + x2) / 2 / img_width
    y_center = (y1 + y2) / 2 / img_height
    width = abs(x2 - x1) / img_width
    height = abs(y2 - y1) / img_height
    return x_center, y_center, width, height

for filename in os.listdir(input_folder):
    if filename.endswith(('.jpg', '.jpeg', '.png')):
        image_path = os.path.join(input_folder, filename)
        image = cv2.imread(image_path)
        resized_image = cv2.resize(image, (640,640))
        mask = find_mask(resized_image, lower_hsv, upper_hsv)
        bounding_rect = find_bounding_rect(mask)

        if bounding_rect is not None: 
            x1, y1, x2, y2 = bounding_rect
            x_center, y_center, width, height = normalize_coordinates(x1, y1, x2, y2, 640, 640)

            # Сохранение изображения
            output_image_path = os.path.join(output_images_folder, filename)
            cv2.imwrite(output_image_path, resized_image)

            # Сохранение 
            label_filename = os.path.splitext(filename)[0] + '.txt'
            label_file_path = os.path.join(output_labels_folder, label_filename)
            with open(label_file_path, 'w') as f:
                f.write(f"0 {x_center} {y_center} {width} {height}\n")

            print(f"Processed and saved {filename}")

print("Подготовка датасета завершена.")

В процессе обработки файлы изменяются до размера 640*640 пикселей для передачи в нейросеть. Также для каждого файла записывается TXT файл, в котором содержится информация о расположении объекта.
Важно, что координаты указываются не в пикселях, а в виде значений от 0 до 1, указывая отношение местоположение точки относительно размера кадра.

Структура папок на данном этапе выглядит следующим образом:

dataset/
├── train/
│   ├── images/
│   │   ├── img1.jpg
│   │   ├── img2.jpg
│   │   ├── ...
│   ├── labels/
│   │   ├── img1.txt
│   │   ├── img2.txt
│   │   ├── ...
├── output_images/
│   ├── img1.jpg
│   ├── img2.jpg
│   ├── ...
├── Dataset_video2images.py
└── Dataset_HSV_Markup.py

После разметки хорошо бы проверить, а как же качественно были размечены данные!

import cv2
import os

# Папки с изображениями и метками
images_path = 'dataset/train/images'
labels_path = 'dataset/train/labels'

# Папка для сохранения изображений с нарисованными прямоугольниками
output_folder = 'checked_images'
os.makedirs(output_folder, exist_ok=True)

# Цвета для классов (можно добавить больше цветов, если классов больше)
colors = [(255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0)]

# Чтение всех файлов изображений и меток
images = [f for f in os.listdir(images_path) if f.endswith(('.jpg', '.jpeg', '.png'))]

# Функция для преобразования координат из нормализованных значений в пиксели
def denormalize_coordinates(x_center, y_center, width, height, img_width, img_height):
    x_center *= img_width
    y_center *= img_height
    width *= img_width
    height *= img_height
    x1 = int(x_center - width / 2)
    y1 = int(y_center - height / 2)
    x2 = int(x_center + width / 2)
    y2 = int(y_center + height / 2)
    return x1, y1, x2, y2

# Обработка изображений
for image_file in images:
    image_path = os.path.join(images_path, image_file)
    label_file = os.path.splitext(image_file)[0] + '.txt'
    label_path = os.path.join(labels_path, label_file)

    # Проверка наличия файла меток
    if not os.path.exists(label_path):
        print(f"Label file not found for image: {image_file}")
        continue

    # Загрузка изображения
    image = cv2.imread(image_path)
    img_height, img_width = image.shape[:2]

    # Чтение файла меток и рисование прямоугольников
    with open(label_path, 'r') as f:
        for line in f:
            cls, x_center, y_center, width, height = map(float, line.strip().split())
            x1, y1, x2, y2 = denormalize_coordinates(x_center, y_center, width, height, img_width, img_height)
            color = colors[int(cls) % len(colors)]
            cv2.rectangle(image, (x1, y1), (x2, y2), color, 2)
            cv2.putText(image, f'class {int(cls)}', (x1, y1 - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.9, color, 2)

    # Сохранение изображения с нарисованными прямоугольниками
    output_path = os.path.join(output_folder, image_file)
    cv2.imwrite(output_path, image)
    print(f"Saved checked image: {output_path}")

print("Проверка разметки завершена.")

Проверяем и убеждаемся, что в папке checked_images лежат правильно размеченные данные. Эти рамки вокруг кубиков нарисованы на основе данных из labels, что гарантирует, попадание корректных данных в нейросеть для обучения.

Ручная разметка

Для работы с более сложными данными, множеством классов требуется ручная разметка. Существуют, конечно, онлайн-сервисы, но это не наш метод. Пишем сами:

import cv2
import os
import yaml
import shutil

# Путь к папке с исходными изображениями
full_images_path = 'output_images'
# Путь к папке для сохранения обработанных данных
dataset_path = 'dataset'
train_images_path = os.path.join(dataset_path, 'train', 'images')
train_labels_path = os.path.join(dataset_path, 'train', 'labels')
valid_images_path = os.path.join(dataset_path, 'valid', 'images')
valid_labels_path = os.path.join(dataset_path, 'valid', 'labels')
test_images_path = os.path.join(dataset_path, 'test', 'images')
test_labels_path = os.path.join(dataset_path, 'test', 'labels')
ready_images_path = os.path.join(full_images_path, 'ready')

os.makedirs(train_images_path, exist_ok=True)
os.makedirs(train_labels_path, exist_ok=True)
os.makedirs(valid_images_path, exist_ok=True)
os.makedirs(valid_labels_path, exist_ok=True)
os.makedirs(test_images_path, exist_ok=True)
os.makedirs(test_labels_path, exist_ok=True)
os.makedirs(ready_images_path, exist_ok=True)


window_name = 'Annotation Tool'
current_class = 0
colors = [(255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0)]
annotations = []

# Функция для масштабирования изображения
def resize_image(image, size=(640, 640)):
    return cv2.resize(image, size)

# Обработка событий мыши
drawing = False
ix, iy = -1, -1

def draw_rectangle(event, x, y, flags, param):
    global ix, iy, drawing, annotations, current_class
    
    if event == cv2.EVENT_LBUTTONDOWN:
        drawing = True
        ix, iy = x, y
    elif event == cv2.EVENT_MOUSEMOVE:
        if drawing:
            image = param['original_image'].copy()
            for annotation in annotations:
                cls, x1, y1, x2, y2 = annotation
                cv2.rectangle(image, (x1, y1), (x2, y2), colors[cls], 2)
            cv2.rectangle(image, (ix, iy), (x, y), colors[current_class], 2)
            cv2.imshow(window_name, image)
    elif event == cv2.EVENT_LBUTTONUP:
        drawing = False
        annotations.append((current_class, ix, iy, x, y))
        image = param['original_image'].copy()
        for annotation in annotations:
            cls, x1, y1, x2, y2 = annotation
            cv2.rectangle(image, (x1, y1), (x2, y2), colors[cls], 2)
        cv2.imshow(window_name, image)
    elif event == cv2.EVENT_RBUTTONDOWN:  # Удаление последней рамки
        if annotations:
            removed_annotation = annotations.pop()
            image = param['original_image'].copy()  # Вернемся к оригинальному изображению
            for annotation in annotations:
                cls, x1, y1, x2, y2 = annotation
                cv2.rectangle(image, (x1, y1), (x2, y2), colors[cls], 2)
            cv2.imshow(window_name, image)
        else:
            image = param['original_image'].copy()
            cv2.imshow(window_name, image)

# Обновление файла data.yaml
def update_data_yaml():
    data_yaml_path = 'data.yaml'
    data = {
        'train': 'dataset/train/images',
        'val': 'dataset/valid/images',
        'test': 'dataset/test/images',
        'nc': 4,
        'names': ['class0', 'class1', 'class2', 'class3']
    }
    with open(data_yaml_path, 'w') as f:
        yaml.dump(data, f, default_flow_style=None, sort_keys=False)
    print(f"Updated {data_yaml_path}")

# Загрузка и обработка изображений
for filename in os.listdir(full_images_path):
    if filename.endswith(('.jpg', '.jpeg', '.png')):
        image_path = os.path.join(full_images_path, filename)
        image = cv2.imread(image_path)
        image = resize_image(image)
        original_image = image.copy()
        annotations = []

        cv2.namedWindow(window_name)
        cv2.setMouseCallback(window_name, draw_rectangle, param={'original_image': original_image})

        while True:
            image_with_annotations = original_image.copy()
            for annotation in annotations:
                cls, x1, y1, x2, y2 = annotation
                cv2.rectangle(image_with_annotations, (x1, y1), (x2, y2), colors[cls], 2)
            cv2.imshow(window_name, image_with_annotations)
            key = cv2.waitKey(1) & 0xFF

            if key == ord(' '):  # Нажатие пробела для сохранения
                # Сохранение изображения
                output_image_path = os.path.join(train_images_path, filename)
                cv2.imwrite(output_image_path, original_image)
                print(f"Saved image to {output_image_path}")

                # Сохранение текстовых данных
                label_filename = os.path.splitext(filename)[0] + '.txt'
                label_file_path = os.path.join(train_labels_path, label_filename)
                with open(label_file_path, 'w') as f:
                    for annotation in annotations:
                        cls, x1, y1, x2, y2 = annotation
                        x_center = (x1 + x2) / 2 / 640
                        y_center = (y1 + y2) / 2 / 640
                        width = abs(x2 - x1) / 640
                        height = abs(y2 - y1) / 640
                        f.write(f"{cls} {x_center} {y_center} {width} {height}\n")
                print(f"Saved labels to {label_file_path}")

                # Обновление data.yaml
                update_data_yaml()

                # Перемещение обработанного изображения
                ready_image_path = os.path.join(ready_images_path, filename)
                shutil.move(image_path, ready_image_path)
                print(f"Moved image to {ready_image_path}")
                break
            elif key == 27:  # Нажатие Esc для пропуска изображения
                print("Skipped image")
                break
            elif key in [ord(str(i)) for i in range(10)]:  # Выбор класса
                current_class = int(chr(key))
                print(f"Selected class: {current_class}")

        cv2.destroyAllWindows()

Краткая инструкция:
— Выбираете один из 4 классов с помощью цифр 0,1,2,3 на клавиатуре
— Рисуем рамки вокруг объектов
— Удалить последнюю рамку - правая кнопка мыши
— Перейти к следующему кадру - пробел

Теперь, когда все данные размечены осталось подготовить несколько файлов и можно запускать обучение!

Финальные приготовления

Для качественного обучения и проверки работы необходимо разделить все данные на 3 части:
— train (обучающие данные) - 70%
— test (тестовые данные, для проверки во время обучения) - 20 %
— valid (проверочные данные, для тестирования модели после обучения) - 10 %

Вручную делать это неудобно, поэтому автоматизируем процесс с помощью скрипта:

import os
import shutil
import random

# Параметры для разделения данных
test_percent = 0.2  # Процент данных для тестирования
valid_percent = 0.1  # Процент данных для проверки

# Путь к папке с данными
dataset_path = 'dataset'
train_images_path = os.path.join(dataset_path, 'train', 'images')
train_labels_path = os.path.join(dataset_path, 'train', 'labels')
valid_images_path = os.path.join(dataset_path, 'valid', 'images')
valid_labels_path = os.path.join(dataset_path, 'valid', 'labels')
test_images_path = os.path.join(dataset_path, 'test', 'images')
test_labels_path = os.path.join(dataset_path, 'test', 'labels')

os.makedirs(valid_images_path, exist_ok=True)
os.makedirs(valid_labels_path, exist_ok=True)
os.makedirs(test_images_path, exist_ok=True)
os.makedirs(test_labels_path, exist_ok=True)

# Получение всех файлов изображений и соответствующих меток
images = [f for f in os.listdir(train_images_path) if f.endswith(('.jpg', '.jpeg', '.png'))]
labels = [f for f in os.listdir(train_labels_path) if f.endswith('.txt')]

# Убедимся, что количество изображений и меток совпадает
images.sort()
labels.sort()

# Проверка на соответствие количества изображений и меток
if len(images) != len(labels):
    print("Количество изображений и меток не совпадает.")
    exit()

# Перемешивание данных
data = list(zip(images, labels))
random.shuffle(data)
images, labels = zip(*data)

# Разделение данных
num_images = len(images)
num_test = int(num_images * test_percent)
num_valid = int(num_images * valid_percent)
num_train = num_images - num_test - num_valid

# Перемещение данных в соответствующие папки
def move_files(file_list, source_image_dir, source_label_dir, dest_image_dir, dest_label_dir):
    for file in file_list:
        image_path = os.path.join(source_image_dir, file)
        label_path = os.path.join(source_label_dir, os.path.splitext(file)[0] + '.txt')
        shutil.move(image_path, os.path.join(dest_image_dir, file))
        shutil.move(label_path, os.path.join(dest_label_dir, os.path.splitext(file)[0] + '.txt'))

# Перемещение тестовых данных
move_files(images[:num_test], train_images_path, train_labels_path, test_images_path, test_labels_path)

# Перемещение валидационных данных
move_files(images[num_test:num_test + num_valid], train_images_path, train_labels_path, valid_images_path, valid_labels_path)

# Оставшиеся данные остаются в папке train

print(f"Перемещено {num_test} изображений в папку test.")
print(f"Перемещено {num_valid} изображений в папку valid.")
print(f"Осталось {num_train} изображений в папке train.")

Еще один важный этап - создание файла data.yaml, с информацией и папках, файлах и названиях классов в будущей модели. Структура файла выглядит так:

train: dataset/train/images 
val: dataset/valid/images 
test: dataset/test/images

nc: 4 
names: [class0, class1, class2, class3]

Теперь все готово, и структура проекта выглядит следующим образом:

dataset/
├── train/
│   ├── images/
│   │   ├── img1.jpg
│   │   ├── img2.jpg
│   │   ├── ...
│   ├── labels/
│   │   ├── img1.txt
│   │   ├── img2.txt
│   │   ├── ...
├── test/
│   ├── images/
│   │   ├── img3.jpg
│   │   ├── img4.jpg
│   │   ├── ...
│   ├── labels/
│   │   ├── img3.txt
│   │   ├── img4.txt
│   │   ├── ...
├── valid/
│   ├── images/
│   │   ├── img5.jpg
│   │   ├── img6.jpg
│   │   ├── ...
│   ├── labels/
│   │   ├── img5.txt
│   │   ├── img6.txt
│   │   ├── ...
├── output_images/
│   ├── img1.jpg
│   ├── img2.jpg
│   ├── ...
├── data.yaml
├── Dataset_video2images.py
└── Dataset_HSV_Markup.py

Обучение

Всего несколько параметров, с которыми можно и нужно работать в самом начале:
epochs = 500 — количество эпох обучения. Выбирается индивидуально для задачи. При обучении YOLO останавливается автоматически, если улучшения результатов не происходит несколько эпох.

batch = 64 - размер "пакета изображений" передаваемый за один раз в нейросеть. Изменяется в зависимости от количества доступной памяти.

imgsz = 640 - размер изображений

import os
from ultralytics import YOLO

current_dir = os.path.dirname(os.path.abspath(__file__))

data_path = os.path.join(current_dir, 'data.yaml')
model = YOLO(os.path.join(current_dir, 'yolov8n.pt'))


epochs = 500
batch = 64
imgsz = 640
if __name__ == '__main__':
    results = model.train(data=data_path,
                      epochs=epochs, 
                      batch=batch, 
                      imgsz=imgsz, 
                      name='red',
                      device='cuda')

Запускаем обучение и ждем!

После завершения процесса (время сильно может отличаться в зависимости от множества параметров) в папке runs будут лежать графики и прочие данные процесса обучения, а также файлы модели best.pt и last.pt

Осталось только в скрипте для детекции заменить файл модели на best.pt и УРА, можно пользоваться!

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19 июн. 2024 г.

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My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.25 05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com
24.08.25 01:05 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
24.08.25 06:32 amy

I have lost all hope to recover my investment in pragmatic trade which I lost $125,000 in the process of investment. I'm here to say thank you to anthony davies for being a man of your word got my funds recovered back plus a bonus within a week of working with [email protected] I hope people make use of this opportunity as well and don't give up on getting your funds back. is also available on Telegram: @anthonydavies01
24.08.25 17:13 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 17:13 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 17:13 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 18:39 nelly young

Getting your USDC stolen feels like the ground has been pulled out from under you. It’s not just about the money you’ve been violated, and your security is at risk. And since crypto lives on the blockchain, there’s no bank to call and no quick refund. That’s why you need someone who knows exactly what to do. Agent Jasmine Lopez has helped countless victims trace stolen USDC and lock down their accounts before more damage happens. Time matters reach her today at [email protected] WhatsApp at +44 736-644-5035 and take the first step toward getting your funds and peace of mind back.
24.08.25 23:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 23:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.08.25 23:56 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.25 00:55 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
25.08.25 05:14 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..
26.08.25 10:14 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.08.25 10:14 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.08.25 10:14 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.08.25 23:59 floridaberna

It began as an entirely ordinary afternoon when an unexpected message appeared in my Facebook inbox. The sender was a woman I had never encountered. She introduced herself with warmth and courtesy, explaining that her late husband had been deeply invested in Bitcoin before his sudden passing. According to her narrative, he had left behind a vast fortune in cryptocurrency. However, due to intricate international banking regulations and legal entanglements, she was unable to access the funds without external assistance. Her words carried an air of urgency yet also sincerity. She claimed she had come across my profile in a cryptocurrency discussion forum and believed I might be the right person to help. The obstacle she faced was a set of legal fees amounting to $25,000. Once those costs were paid, she assured me the Bitcoin would be unlocked and a generous portion would be mine in gratitude. Against my better instincts, I allowed myself to be persuaded. She provided what appeared to be legitimate documents and even screenshots of supposed legal correspondence. The level of detail made her story feel authentic. After several exchanges, I transferred the $25,000.Almost immediately, her demeanor shifted. Responses became sporadic and vague. Within days, communication ceased entirely. My optimism dissolved into dread as I recognized the truth. I had been deceived. Refusing to surrender, I searched for solutions and discovered TECHY FORCE CYBER RETRIEVAL, a firm specializing in tracing and reclaiming stolen cryptocurrency. Their team outlined a meticulous plan to track the blockchain trail, identify the sequence of wallets involved, and coordinate with local authorities to freeze the assets before they disappeared into the labyrinth of the crypto underworld. Time was critical. In the volatile realm of digital currency, stolen funds can be laundered through countless transactions within hours. Yet TECHY FORCE CYBER RETRIEVAL pursued each lead with relentless precision. They provided regular progress updates and explained how every crypto transaction leaves a digital footprint, no matter how deeply it is buried. Weeks later, the breakthrough came. The fraudulent account was located, the illicit funds were flagged, and to my immense relief, I recovered 100% of my stolen money. This left me with an invaluable lesson. The internet is full of opportunists who prey on trust and desperation. But should you ever fall victim, know that there are experts like TECHY FORCE CYBER RETRIEVAL who can help you reclaim what is rightfully yours. MAil support (@) techyforcecyberretrieval (.) com WhatsApp +1 561 726 369 7 Website ht tp s : / / techy force cyber retrieval . com
27.08.25 17:24 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.08.25 17:24 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.08.25 17:24 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.08.25 20:27 maximeden68

Top Crypto Bitcoin Wallet Recovery Services Contact iFORCE HACKER RECOVERY I wish to express my sincere gratitude to iForce Hacker Recovery for their exceptional service in recovering my lost bitcoin. Their expertise and professionalism were evident throughout the process, providing me with reassurance during a challenging time. The team's dedication to client satisfaction and their effective strategies were instrumental in resolving my issue. I highly recommend their services to anyone facing similar challenges. Thank you, iForce Hacker Recovery. Contact iForce Hacker Recovery: Email: iforcehk @ consultant. com WhatsApp: +1 (240) 803-3706 Website: iforcehackers. com/
27.08.25 21:21 dbeverly

One morning I received an email that looked like it came from my cryptocurrency exchange, OKX. The subject warned: Suspicious activity detected and urged me to log in via a link. The message seemed authentic — perfect logos, formatting, even the sender’s address. My pulse spiked and I clicked. The site that opened was indistinguishable from OKX’s homepage. Convinced it was real, I entered my username and password. Moments later, dread set in: my account was emptied. $12,500 in Bitcoin was gone. I called OKX, hoping for a reversal, but the representative explained transfers were irreversible. Desperate, I turned to GRAYWARE TECH SERVICE. From the first call, their professionalism was clear. They carefully examined my case, tracing the stolen Bitcoin across the blockchain. They identified the destination wallets and mapped every move the hackers made. Their regular updates turned fear into cautious optimism. Acting swiftly, GRAYWARE coordinated with exchanges along the path of the stolen funds, freezing assets before they could vanish. Their vigilance and expertise kept me informed and reassured. After two tense weeks, the breakthrough came: my full $12,500 was recovered and returned to my OKX account. What began as a nightmare became a success thanks to GRAYWARE TECH SERVICE’s relentless determination. They didn’t just recover my money — they restored my confidence in digital security. Contact: WhatsApp: +1 858 275 9508 Website: https://graywaretechservice.com Email: [email protected]
28.08.25 10:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 10:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 10:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 13:50 Maureensels

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28.08.25 13:50 Maureensels

STEPS TO RECOVERING MONEY FROM A CRYPTO INVESTMENT SCAM CONTACT WIZARD LARRY RECOVERY EXPERTS Are you trying to find a means to get your other cryptocurrency, including Bitcoin, back from scammers? Stop searching! Call or text +1 (616) - (292) - (4789) or send a mail to (WIZARDLARRY(@)MAIL. C OM) is the greatest Scammed Crypto Recovery Agency I've seen on Google Earth. I'm delighted I made the brave decision to get in touch with them. In a matter of hours, all of the cryptocurrency that I had stolen was returned to my Coin Base wallet. For assistance with their strategies, I will advise you all to get in touch with their customer service. You will thank me later. Website... Wizardlarryrecovery. com Email [email protected] o m
28.08.25 16:31 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 16:31 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.08.25 19:17 leticiazavala

Earlier this year, I found what looked like an unbeatable offer on first-class airline tickets through an online travel agency. They advertised heavily discounted fares for international travel for only 0.11 BTC, which was worth around 7300 USD at the time. The only condition was that payment had to be made in Bitcoin. The website looked professional, had convincing reviews, and even offered live chat support. After some hesitation, I decided to go ahead with the booking. Two days later, I received an email from the airline saying my reservation had been canceled. I went back to the agency’s website only to find it had disappeared. Their customer support was gone, and their social media accounts had vanished. That was when I realized I had been scammed. I thought my Bitcoin was lost for good. Unlike a credit card transaction, there was no way to reverse it. A friend recommended a company called Techy Force Cyber Retrieval that specializes in tracking and recovering stolen crypto. I reached out not expecting much. To my surprise, their team responded quickly. I sent them the transaction details, and they immediately began tracing the movement of the 0.11 BTC. They followed the funds through multiple wallets and discovered the Bitcoin had ended up at a large exchange known for cooperating in fraud investigations. Techy Force Cyber Retrieval worked fast. They submitted the evidence to the exchange and requested that the wallet be frozen. Over the next few weeks, they handled all communication and submitted the necessary documentation. Just under three weeks later, the exchange approved the release of my funds. I was stunned when I saw the 0.11 BTC back in my wallet. I had lost hope, but Techy Force Cyber Retrieval delivered. They were professional, honest, and transparent throughout the entire process. If you have been scammed in a crypto deal, do not assume the money is gone forever. With the right help, it is possible to trace and recover stolen assets. Techy Force Cyber Retrieval gave me a second chance, and I would not hesitate to recommend them to anyone who finds themselves in a similar situation. FOR SERVICE HELP Email: [email protected] [email protected] CALL +15617263697
29.08.25 09:20 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.08.25 09:20 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.08.25 09:20 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.25 01:40 Moises Velez

In a single transaction, my Coinbase wallet was destroyed. I was at a loss as to what to do and was unable to contact Coinbase support Teams. This transaction resulted in the complete depletion of my Ethereum and Bitcoin. I was not the individual in question, and I required assistance after losing approximately $821,000. I visited the police station to submit a report, but they were also unable to provide any assistance. A gentleman approached me at the stiction and presented me with a note that included an email address (recoveryhacker101[at]gmail[dot]com). He informed me that this recovery company could be of assistance. Upon contacting them and submitting all necessary documentation within 72 hours, I received a letter stating that she had successfully recovered all of my funds and identified the individuals responsible for the criminal activity. I would like to inform everyone that it is feasible to retrieve their funds provided that they correspond with the appropriate individual and adhere to the prescribed procedures.
31.08.25 14:19 jack118

In 2018, Marie assisted in the recovery of stolen bitcoin. The service was excellent. The coins were stolen by hackers, creating a nightmare. Marie was suggested by a friend. Contact her at [email protected] and @MARIE_CONSULTANCY on Telegram or WhatsApp at +1 7127594675. She was responsible for recovering Bitcoin. The trading goes on.
31.08.25 23:14 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.08.25 23:14 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.08.25 23:14 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.09.25 04:55 Maurice Cherry

Through Hackrontech recovery, Bitcoin scam victims can retrieve their money. I recommed hackrontech to anyone who has fallen victim to a scam and has been looking for methods and techniques to recover their lost cryptocurrency or wallets. Hackrontech Recovery is a reliable cryptocurrency recovery firm that assists victims in recovering their stolen cryptocurrency and offers secure solutions to protect your wallets from online scammers. I must admit that I was deeply melancholy and had given up on life until these experts could restore my 4.1 BTC to my wallet. If you’ve lost your cryptocurrency and you are helpless about it, contact hackrontech Recovery to get your money back. Email : hackrontech @gmail.com One key aspect that makes hackrontech Recovery stand out is its focus on providing secure solutions to protect wallets from online scammers. It’s not just about recovering lost funds; it’s also about preventing future incidents and ensuring that clients’ digital assets are safeguarded against potential threats. This proactive approach demonstrates their commitment to the long-term financial security of their clients. Furthermore, for individuals who have lost their cryptocurrency and are feeling helpless, reaching out to hackrontech Recovery could be a turning point in their situation. The reassurance that they are legitimate for seeking help and recovering lost funds can provide much-needed relief and a sense of empowerment. hackrontech Recovery as a reliable cryptocurrency recovery firm is certainly well-founded. Their ability to assist scam victims in recovering stolen cryptocurrency, their focus on providing secure solutions, and their commitment to supporting clients through challenging situations make them a valuable resource for individuals navigating the complex world of digital currencies. If you or someone you know has fallen victim to a cryptocurrency scam, contacting hackrontech Recovery could be the first step towards reclaiming lost funds and regaining peace of mind. Contact info; email: hackrontech @gmail.com
01.09.25 11:06 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.09.25 11:07 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.09.25 16:41 Anitastar

Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
01.09.25 17:03 WILLER GOODY

Don’t be misled by the countless stories you come across online many of them are unreliable and can easily steer you in the wrong direction. I personally tried several so-called recovery services, only to end up frustrated and disappointed every single time. But everything changed when I finally connected with a true tech professional who genuinely knows what they’re doing. Instead of wasting time and energy with unskilled hackers who make empty promises, it’s far better to work with a proven expert who can actually recover your stolen or lost cryptocurrency, including Bitcoins. [email protected] is, without a doubt, one of the most trustworthy and skilled blockchain specialists I’ve ever come across. If you’ve lost money to scammers, don’t give up. Reach out to their email today and take the first step toward getting your coins back. You can also contact them at +44 736-644-5035.
02.09.25 23:12 [email protected]

Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
03.09.25 07:17 Fabian3

Scammers have ruined the forex trading market, they have deceived many people with their fake promises on high returns. I learnt my lesson the hard way. I only pity people who still consider investing with them. Please try and make your researches, you will definitely come across better and reliable forex trading agencies that would help you yield profit and not ripping off your money. Also, if your money has been ripped-off by these scammers, you can report to a regulated crypto investigative unit who make use of software to get money back. They helped me recover my scammed funds back to me If you encounter with some issue make sure you contact ([email protected]) they're recovery expert and a very effective and reliable .
04.09.25 02:11 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.09.25 02:11 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.09.25 02:45 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.09.25 16:24 Melbourne

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04.09.25 18:11 WILLER GOODY

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05.09.25 08:14 Amostampari

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05.09.25 15:39 micheal1219

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06.09.25 09:21 Young Felix

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06.09.25 09:22 Young Felix

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06.09.25 18:52 michaeldavenport218

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06.09.25 18:52 michaeldavenport218

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08.09.25 14:26 bajo171

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08.09.25 18:04 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.09.25 18:04 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.09.25 19:21 DAVEortega1010

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 02:34 wendytaylor015

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09.09.25 11:48 Moises Velez

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 15:05 patricialovick86

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09.09.25 20:23 Bramfloris

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09.09.25 20:37 DAVEortega1010

Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
10.09.25 00:45 robertalfred175

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10.09.25 00:45 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.09.25 03:31 DAVEortega1010

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11.09.25 13:44 grace

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11.09.25 15:03 stevensjonas

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11.09.25 18:51 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.09.25 18:51 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.09.25 18:51 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.09.25 13:11 grace

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12.09.25 15:06 michaeldavenport218

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12.09.25 15:06 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1