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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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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
16.09.25 12:25 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 12:26 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 13:25 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
16.09.25 13:25 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
17.09.25 02:56 peju1213

It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 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
17.09.25 23:50 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
17.09.25 23:50 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
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 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
18.09.25 12:22 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
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 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
19.09.25 17:12 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
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:23 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
23.09.25 03:54 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
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 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
24.09.25 15:50 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
24.09.25 15:50 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
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 12:29 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 15:42 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 15:42 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 19:08 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 19:53 carolinehudso83

You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
26.09.25 22:25 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.09.25 03:07 Angela_Moore

I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
28.09.25 00:42 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.
28.09.25 01:48 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
28.09.25 01:48 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
28.09.25 01:49 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
29.09.25 13:47 thomassankara

USDT recovery expert / company I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
29.09.25 16:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.09.25 16:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.09.25 19:46 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( recoveryfundprovider@gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
29.09.25 21:06 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
29.09.25 21:07 beverlyalex010

I ended my marriage. My spouse was unfaithful. I found clear proof of her cheating. She hid her phone activity. Many secrets were on her phone. She used different apps. I hired a private investigator. I needed solid evidence first. I did not want to accuse her without proof. That could lead to legal trouble. They helped me access her phone. They linked her phone use to mine. I could then watch her phone without her knowing. This is how I learned about her affair. I also found out she planned to take my money. She intended to leave with her new partner. If you are in a similar situation, reach out to [email protected] WhatsApp at +44 736-644-5035. Get ahead of things.
30.09.25 11:02 patricialovick86

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30.09.25 11:02 patricialovick86

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01.10.25 16:51 beverlyalex010

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01.10.25 17:24 johnn

Anthony davies, renowned for his expertise in recovering stolen cryptocurrency, especially specializing in USDT, provided invaluable assistance in a scenario where a significant sum of $571,000 was taken from me. I had the privilege of witnessing his exceptional skills firsthand and I am truly thankful for his prompt efforts, which led to the successful recovery of the entire amount in just a span of 72 hours. Mr Anthony davies swift reactions and efficient tactics not only resolved my financial troubles but also alleviated much of the stress on my mental well-being. You can reach out to him immediately and get connected with email at anthonydaviestech@gmail com also can be contacted on WhatsApp at +951 490-8435, he is an expert in the field most especially in recovering lost digital assets.
01.10.25 17:25 johnn

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02.10.25 08:48 michaeldavenport218

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02.10.25 08:48 michaeldavenport218

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02.10.25 08:48 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
03.10.25 17:26 dieter1121

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04.10.25 10:13 elizabethrush89

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04.10.25 10:13 elizabethrush89

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04.10.25 10:13 elizabethrush89

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04.10.25 20:25 Tonerdomark

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