Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 9377 / Markets: 114993
Market Cap: $ 3 712 720 371 656 / 24h Vol: $ 187 913 305 328 / BTC Dominance: 58.97760273029%

Н Новости

  1. Главная
  2. 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 ultralytics

После 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
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:

c0b3a55e5d9e359760d5ea369eec4b79.png

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 подключения
capture = 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

475b79786817c86f34504c571d07ecc7.png
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
Сегментация изображения с помощью YoloV8

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

b45848807523fa45b5dce42cf3e1a6a4.png

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
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
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:

  1. 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).

  2. 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.

  3. 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.

  4. 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

  1. 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).

  2. Ограниченные вычислительные ресурсы: В условиях, когда ограничены ресурсы для вычислений и требуется быстрая обработка данных.

  3. 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

  1. 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.

  2. Анализ сложных сцен: Когда нужно анализировать сложные сцены, где важно не только определить, какие объекты присутствуют, но и где они находятся.

  3. 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
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)
52a3e3844b9698920e2122dd87acfccc.png

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!

1326503e14520f51a4e2d3d8104457c1.png


— 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!

b2bf22ada4c147b7413400cdfc282c96.png

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()
abfb40f1ad678ff418b45e0dd29fefa2.png

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.

42aa660196ecd10160b4a971a2ed9c72.png

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

2c62fcbf4fbe4285ee433559344d278a.png

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!

be0bfd579d10377703301982d069fa99.png

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

45ac431f0f550da3a69211b6b79aa532.png

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

Источник

Теги

Категория

Новости

Дата

  • 09.10.25 08:23 pHqghUme

    (select(0)from(select(sleep(15)))v)/*'+(select(0)from(select(sleep(15)))v)+'"+(select(0)from(select(sleep(15)))v)+"*/

  • 09.10.25 08:24 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:24 pHqghUme

    e

  • 09.10.25 08:24 pHqghUme

    can I ask you a question please?-1 waitfor delay '0:0:15' --

  • 09.10.25 08:25 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    can I ask you a question please?9IDOn7ik'; waitfor delay '0:0:15' --

  • 09.10.25 08:26 pHqghUme

    can I ask you a question please?MQOVJH7P' OR 921=(SELECT 921 FROM PG_SLEEP(15))--

  • 09.10.25 08:26 pHqghUme

    e

  • 09.10.25 08:27 pHqghUme

    can I ask you a question please?64e1xqge') OR 107=(SELECT 107 FROM PG_SLEEP(15))--

  • 09.10.25 08:27 pHqghUme

    can I ask you a question please?ODDe7Ze5')) OR 82=(SELECT 82 FROM PG_SLEEP(15))--

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?'||DBMS_PIPE.RECEIVE_MESSAGE(CHR(98)||CHR(98)||CHR(98),15)||'

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?'"

  • 09.10.25 08:28 pHqghUme

    @@olQP6

  • 09.10.25 08:28 pHqghUme

    (select 198766*667891)

  • 09.10.25 08:28 pHqghUme

    (select 198766*667891 from DUAL)

  • 09.10.25 08:30 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:33 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:34 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:34 pHqghUme

    if(now()=sysdate(),sleep(15),0)

  • 09.10.25 08:35 pHqghUme

    e

  • 09.10.25 08:36 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:36 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:40 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:40 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 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

  • 13.10.25 01:11 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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 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

  • 17.10.25 21:42 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

  • 17.10.25 21:42 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

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 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

  • 22.10.25 11:59 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

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 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

  • 23.10.25 01:52 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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 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

  • 24.10.25 06:40 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

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

    *HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]

  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 11:15 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 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

  • 28.10.25 00:55 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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 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

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon