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Обнаружение дронов (БПЛА) с использованием ИИ и компьютерного зрения

На данный момент актуально создание системы обнаружения беспилотных летательных аппаратов (БПЛА), особенно дронов.

Системы обнаружения дронов должны выполнять следующие функции:

Обнаружение БПЛА;
Идентификация типа объекта (дрон, самолёт , птица и др.);
Классификация по типу и назначению;
Определение местоположения объекта в пространстве;
Отслеживание траектории перемещения;
Оповещение оператора/системы безопасности;
Автоматическая активация контрмер, при необходимости.

Системы обнаружения БПЛА можно разделить на следующие категории:

Радиочастотные сканеры — анализируют сигналы управления и передачи данных;
Радарные комплексы — определяют объект по отражённому радиосигналу;
Оптические системы (видеокамеры) — фиксируют объект визуально;

Акустические датчики — регистрируют характерный звук дронов.

Не все существующие системы обнаружения могут выполнять одновременно все перечисленные функции.

Функция обнаружения заключается в том, что система может обнаруживать беспилотные летательные аппараты. Но одного только обнаружения обычно бывает недостаточно. Например, радар может обнаруживать не только БПЛА, но и самолёты или птиц. По этой причине без функции идентификации и классификации БПЛА не обойтись. Указанная функция позволяет отделять дроны от других объектов (самолётов, птиц и т. п.)

Цель - разработка системы обнаружения беспилотных летательных аппаратов (БПЛА), таких как дроны, с использованием методов искусственного интеллекта и компьютерного зрения.

Задача - создание модели машинного обучения, способной автоматически обнаруживать дроны, различать их от других летательных аппаратов, а также птиц, на основе визуальной информации, полученной с видеокамер наблюдения.

Одним из вариантов такой системы, является система машинного зрения CV основанная на алгоритме глубокого обучения YOLO.

YOLO — это алгоритм обнаружения объектов в реальном времени, разработанный для высокой скорости и производительности. Его главная особенность в том, что он обрабатывает изображение за один проход, что делает его идеальным для задач, где важна мгновенная обработка, таких как автономное вождение и видеонаблюдение.

Последняя версия YOLOv12 (вышла в феврале 2025 года) — это новейшая версия YOLO, которая фокусируется на внедрении механизмов внимания (в частности, Flash Attention) для повышения производительности. Цель — достичь лучшей точности при сохранении высокой скорости за счёт более эффективной обработки информации и снижения затрат памяти, сокращая разрыв между CNN и трансформерами в скорости.

Обучение модели YOLO включает в себя следующие основные этапы: подготовка размеченного набора данных, настройка параметров обучения и запуск процесса обучения. Для обучения пользовательской модели YOLO необходимо создать набор данных с аннотациями и настроить параметры в конфигурационном файле YAML, затем запустить обучение, используя команду yolo task=train.

Набор данных:

Настоящий датасет содержит разнообразные изображения, представляющие различные типы и виды беспилотных летательных аппаратов (БПЛА или дронов). Изображения включают в себя сцены с различными типами дронов, такими как мультироторные дроны, вертолёты, самолёты, а также вариации и модификации каждого типа.
Изображения были собраны из различных открытых ресурсов, включая видеохостинги, веб-сайты и платформы для обмена данными, такие как Youtube, roboflow.co и kaggle.com. Каждое изображение в датасете содержит подробные аннотации, представленные в формате YOLO, включающие в себя координаты ограничивающих рамок (bounding boxes) для дронов на изображениях.
Размеченные данные охватывают различные условия съёмки, включая разные времена суток, погодные условия, окружающую среду и местности. Это обеспечивает разнообразие исходных данных, что позволяет модели обучаться на различных сценах и условиях.
Общее количество изображений в датасете составляет 17980, распределённых по четырём основным классам: 'DRON', 'AIRPLANE', 'HELICOPTER' и 'BIRDS'. Для каждого изображения в датасете предоставлены соответствующие аннотации, содержащие информацию о местоположении и классе дрона на изображении.
Формат изображений -.jpg', '.jpeg', '.png.
Размеры обучающей/проверочной/тестовой выборок: 15284 / 2517 / 179
Общий размер датасета: 17980

Визуализация изображений для каждого класса

В датасете отмечаем дисбаланс классов — класс DRON значительно преобладает. Это может привести к тому, что модель будет лучше детектировать дроны, но хуже — другие объекты (особенно самолёты и вертолёты). Но так же дисбаланс в пользу класса DRON может сыграть положительную роль, потому что:

Модель будет чаще видеть примеры DRON при обучении, а значит, лучше запомнит характерные особенности этого класса.
Вероятность недообучения класса DRON снижается — он и так в центре внимания модели благодаря количеству примеров.
DRON будет иметь приоритетное значение в предсказаниях: модель, при сомнениях, будет склонна выбирать именно его.

Но есть важные риски, которые стоит учитывать даже с приоритетом DRON:

Модель может чаще ошибочно классифицировать объекты как DRON (ложные срабатывания), особенно если в реальных данных много похожих объектов (например, BIRDS, HELICOPTER).
Слабая обученность на других классах уменьшит способность модели различать DRON и другие воздушные объекты. Это особенно критично, если вам важно не просто «увидеть DRON», а не путать его с птицами или вертолётами.

Желательно сбалансировать датасет либо за счёт увеличения числа изображений для классов BIRDS, HELICOPTER и AIRPLANE, либо путём уменьшения количества аннотаций в других классах до уровня наименьшего (в данном случае — AIRPLANE). Однако в нашем случае для эксперимента оставим распределение классов без изменений.

Проверка разметки на изображениях

2. Выбор архитектуры модели и настройка параметров обучения

Для решения задачи визуального обнаружения беспилотных летательных аппаратов была выбрана архитектура модели YOLOv12 — одна из самых современных и эффективных реализаций алгоритма обнаружения объектов на основе глубокого обучения. YOLOv12 сочетает высокую точность распознавания с возможностью работы в режиме реального времени, что делает её оптимальной для задач видеонаблюдения и защиты воздушного пространства.

Причины выбора YOLOv12:

Высокая скорость обработки благодаря одноэтапной архитектуре (Single Shot Detection);
Интеграция механизмов внимания (Flash Attention), что позволяет повысить точность обнаружения при сохранении высокой производительности;
Оптимизация использования памяти, что важно для запуска на ограниченных по ресурсам устройствах;
Совместимость с ONNX, TensorRT, OpenCV и другими инструментами для ускоренного инференса.

Подготовка к обучению включала следующие шаги:

Создание конфигурационного YAML-файла, содержащего пути к датасету, описание классов;
Выбор базовой модели YOLOv12n (например обучение модели с нуля yolov12n.yaml, или использование уже предобученой модели yolov12n.pt на датасете COCO) — компактная версия для быстрого инференса);
Настройка гиперпараметров (использование по умолчанию):
- Размер входного изображения: imgsz=640
- Размер батча: batch=16
- Количество эпох: epochs=100
- Скорость обучения: lr0=0.01 (при необходимости — адаптивный learning rate scheduler)

3. Обучение модели

Проверка подключения GPU

Установка библиотеки Ultralytics\

# Install the ultralytics package from PyPI

pip install ultralytics

Обучение YOLO без использования предварительно обученной модели

В большинстве случаев модели YOLO обучаются с использованием предварительно обученных весов на больших датасетах (например, COCO), что позволяет достичь высокой точности за меньшее количество эпох. Однако существуют ситуации, когда требуется обучение модели "с нуля", без начальных весов. Такой подход называется обучением from scratch.

Когда необходимо обучение с нуля?

Если структура классов в пользовательском датасете принципиально отличается от стандартных (например, только дроны, птицы, самолёты);
Если требуется добиться максимальной адаптации под специфические задачи;
Если использование предобученных весов может внести предвзятость (bias) и ухудшить распознавание специфических объектов;
Если необходимо обучить YOLO на новой архитектуре, для которой нет готовых весов.

Подготовка к обучению "с нуля"

Для обучения с нуля необходимо использовать архитектурный YAML-файл вместо .pt модели. Этот YAML-файл определяет конфигурацию нейросети: количество слоёв, размер выходных слоёв, типы блоков, размер input'а и пр.

Так, как Ultralytics пока не предоставляет архитектурный файл yolov12n.yaml, получаем его из yolo12n.pt и адаптируем под задачу, учитывая, что:

4 класса (например, "DRON", "AIRPLANE", "HELICOPTER", "BIRDS"), вместо 80 (COCO).
Задача детекции объектов (detect),
Использование YOLOv12 (по архитектуре — на базе YOLOv8 с кастомными блоками A2C2f, C3k2 и т.д.).

Запуск обучения на 50 эпохах через CLI-интерфейс:

yolo detect train model=content\datasets\custom_yolov12n.yaml" data=content\datasets\data.yaml" epochs=50 imgsz=640

Результаты отучения custom_yolov12n «с нуля»

Результат обучения custom_yolov12n "с нуля"

Обучение предварительно обученной модели YOLOv12n на датасете COCO, загруженной с официальной страницы: https://docs.ultralytics.com/ru/models/yolo12/.

Запуск обучения YOLOv12n

# загружаем предобученную модель
model_nano = YOLO('yolov12n.pt')

Downloading https://github.com/ultralytics/assets/releases/download/v8.1.0/yolov12n.pt to 'yolov12n.pt'...
100%|██████████| 6.23M/6.23M [00:00<00:00, 114MB/s]

# обучение 1 этап (-->> /detect)

BATCH_SIZE = 16
EPOCHS = 50
results = model_nano.train(data="/content/datasets/data.yaml",
                            batch=BATCH_SIZE, epochs=EPOCHS,
                            imgsz=640,
                            augment=True,
                            #project=project,        # результирующая папка; если не указать, то будет /content/runs/detect
                            #name=name)              # вложенная в project папка
                            )

По результатам обучения предобученная модель демонстрирует немного лучший результат: для всех классов (all) mAP50 составил 0.911 при обучении custom YOLOv12n «с нуля» и 0.949 для предобученной YOLOv12n (50 эпох). В дальнейшем планируется использовать её лучшие веса — best.pt.

Анализ результатов обучения предобученной YOLOv12n (50 эпох)

основные метрики на валидации:

Класс	Precision (P)	Recall (R)	mAP50	mAP50-95
DRON	0.959	0.923	0.957	0.631
AIRPLANE	0.909	0.923	0.946	0.653
HELICOPTER	0.982	0.982	0.989	0.771
BIRDS	0.908	0.882	0.903	0.591
all	0.927	0.949	0.949	0.661

Выводы по результатам:

✅ DRON — высокая точность (0.959) и полнота (0.923). Отличный результат для приоритетного класса.

✅ HELICOPTER — лучший результат среди всех классов: очень высокая точность и полнота (0.982), наибольший mAP50-95 (0.771).

✅ AIRPLANE и BIRDS — показатели чуть слабее, особенно BIRDS по mAP50-95 (0.591). Это ожидаемо, учитывая дисбаланс классов и сложность различения.

✅ Общая оценка mAP50-95 = 0.661 — очень достойный уровень для таких задач.

Проверка на тестовых данных

import os
from ultralytics import YOLO

# Load a model
model_path = "/content/runs/detect/train/weights/best.pt"
model = YOLO(model_path)  # pretrained YOLOv12n model

# Run batched inference on a list of images
results = model('/content/datasets/test/images', stream=True)  # return a generator of Results objects

# Create directory if it doesn't exist
output_dir = '/content/result'
os.makedirs(output_dir, exist_ok=True)

# Process results generator
for i, result in enumerate(results):
    result.show()  # display to screen
    result.save(filename=os.path.join(output_dir, f'result_{i}.jpg'))  # save to disk

Результаты детекции на тестовых изображениях

Проверка работы модели на видео

yolo predict model='/content/model/best.pt' source='/content/test_video'

Добавим немного эффектов

Заключение

Данный проект, демонстрирующий применение искусственного интеллекта в области распознавания объектов, показал высокую точность обнаружения всех классов, особенно приоритетного класса DRON (precision — 0.959, recall — 0.923, mAP50 — 0.957).
Однако наблюдаются определённые трудности с точной идентификацией отдельных классов, в частности BIRDS (mAP50-95 — 0.591), что, вероятнее всего, связано с дисбалансом классов в датасете.

Скорость обработки видеоизображений при использовании CUDA составила 1.6 мс на кадр, что обеспечивает достаточную производительность для применения в реальных условиях.

Полученные результаты позволяют рассматривать разработанную систему в качестве основы для создания прикладных решений по мониторингу воздушного пространства и обнаружению БПЛА.

Для повышения качества классификации редких классов (например, BIRDS) целесообразно провести дополнительное дообучение модели с балансировкой обучающего датасета.

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

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09.10.25 08:28 pHqghUme

(select 198766*667891)
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

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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

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09.10.25 08:37 pHqghUme

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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

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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

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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