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[Перевод] DIY для шпиона: использование обнаружения объектов с помощью YOLOv8 в рамках военных стратегий

Применим геопространственную разведку? Подсчитаем точный количественный учет воздушных судов противника, используя технологию обнаружения объектов YOLOv8 на основе аэрофотосъемки, выполненной разведывательными беспилотниками, что обеспечит надежное планирование военных действий.

Модуль ИИ распознал самолеты на авиабазе противника с помощью YOLOv8

В рамках глобальной системы мониторинга, известной как «The Machine». , функционируют разнообразные элементы. Данная система объединяет множество устройств, распределенных по всему земному шару, что обеспечивает комплексное наблюдение. Это позволяет государственным органам осуществлять мониторинг за индивидуальными лицами, анализировать общественные поведенческие тенденции и контролировать военные объекты на международном уровне. Геопространственная разведка (GEOINT) занимает центральное место в этой системе.

В этой статье основное внимание уделим GEOINT в качестве ключевого средства для мониторинга военных авиабаз противника. Такой подход к наблюдению за объектами и базирующейся на них авиацией способствует глубокой проработке стратегии и тактики ведения боевых действий.

Обнаружение объектов с помощью YOLOv8

YOLOv8, разработанная компанией Ultralytics, представляет собой передовую технологию для обнаружения объектов в режиме реального времени, которая находит широкое применение во многих сферах, в том числе в военном деле. Эта система способна идентифицировать объекты на фотографиях и видео с высокой скоростью и точностью, что делает её незаменимым инструментом для оперативного реагирования и слежения за целями.

Благодаря использованию PyTorch, методов Deep Learning и CNN, YOLOv8 обладает возможностью одновременного распознавания множества объектов, что обеспечивает её востребованность в задачах, где требуется быстрая идентификация, например, военной техники, персонала и оборудования. Эти качества определили наш выбор в пользу YOLOv8 для выполнения задач поставленной миссии.

Предварительные требования

Во-первых, было принято решение задействовать Python 3 на бэке Google Compute Engine, используя Google Colab для запуска кода. Перейдем к процессу установки необходимых зависимостей.

!pip install ultralytics

В процессе установки будут добавлены такие важные библиотеки, как opencv-python, torch и pandas, а также другие необходимые компоненты, обеспечивающие полноценную работу пакета.

import cv2
import urllib.request

from ultralytics import YOLO, checks, hub
from google.colab.patches import cv2_imshow

В дополнение к модулям ultralytics, включен функционал cv2_imshow — это адаптация cv2, обеспечивающая его совместимость с Google Colab, для загрузки образцов изображений из сетевого хранилища применяется urllib.request.

Модель YOLOv8

Модель YOLOv8, разработанная для идентификации объектов, функционирует путём разбиения входящего изображения на сетку. Далее модель прогнозирует границы и вероятности классов для объектов в каждой ячейке этой сетки. Высокая эффективность модели YOLOv8 заключается в её уникальной способности анализировать изображение целиком за один цикл обработки.

Чтобы создать работоспособную модель, критически важно тщательно подготовить датасет, включающий изображения и соответствующие им аннотации, что позволяет модели научиться распознавать объекты. Тем не менее, в настоящее время доступна обширная база данных, охватывающая большинство датасетов, необходимых для начальной стадии проектов. В рамках нашего эксперимента мы воспользуемся именно этой базой данных. Переходим на веб-сайт Roboflow для дальнейших действий.

AeroSat Dataset > Overview

На представленном выше изображении демонстрируется процесс выбора соответствующего датасета для вашего проекта. В приведённом примере была выбрана модель YOLOv8 для задачи обнаружения объектов, а термин "аэрофотосъемка" использован в качестве ключевого слова для поиска. В результате система предложила обширный перечень датасетов, из которых был отобран наиболее подходящий по критерию количества изображений — 1192 изображения и один класс.

После того, как установили соответствие выбранного набора данных целям проекта, следующим шагом будет его загрузка в нужном формате. В данном случае, был выбран формат YOLOv8.

Для сохранения выбранного датасета используем опцию архивирования в формате ZIP, как указано на скрине. После скачивания архива распаковываем его и знакомимся со структурой данных, включая файлы изображений и соответствующие им аннотации. Обычно структура включает три директории: test, train и valid, а также несколько вспомогательных файлов, в том числе 'data.yaml', который содержит описание датасета и классы объектов. Далее, в контексте использования модели YOLOv8, перейдем на Ultralytics Hub, где необходимо зарегистрироваться, создать новый проект и модель, а затем загрузить датасет для последующей подготовки модели к обучению.

На представленном скрине выше демонстрируется процесс ввода данных для проекта с названием AER_AIR_04s и описанием Aircraft detection at the airbase using aerial imagery. Также добавлено образцовое изображение для удобства идентификации проекта в списке. Аналогичные действия рекомендуются и вам. Далее, для продолжения работы, переходим в раздел "Datasets", откуда необходимо загрузить архив ZIP из папки "Загрузки", выбрав категорию "Detect" для типа данных, а также указать название и описание вашего набора данных, согласно инструкциям ниже.

После нажатия "Create" и завершения процесса загрузки, увидим список наборов данных, включая наш новый набор среди них.

Просмотрев изображения и их метки, нажимаем "Train model", чтобы продолжить обучение модели YOLOv8.

В появившемся интерфейсе следует выбрать проект из предложенного списка. Далее, вводим название модели, например, YOLOv8sAir, определяем архитектуру модели как YOLOv8, оптимизированную для скорости (YOLOv8s), и подтверждаем выбор, нажав на "Continue".

В Ultralytics Hub есть широкий спектр вариантов, которые мы можем использовать для обучения модели, но в нашем случае — 'Google Colab'.

Как показано на скрине выше, появятся ключ аутентификации и URL (https://hub.ultralytics.com/models/BN8V8tA1pOt6thjZKq6V) для обучения модели. Просто копируем весь код и вставляем в свой Google Colab.

hub.login('[YOUR_AUTH_KEY]')

model = YOLO('https://hub.ultralytics.com/models/BN8V8tA1pOt6thjZKq6V')
results = model.train()

Затем переходим в меню "Runtime", выбираем "Change runtime type" и выбираем "T4 GPU", чтобы ускорить обучение с помощью GPU NVIDIA T4 в качестве акселератора.

Как только закончим с этим, можем начать процесс обучения модели YOLOv8.

Обучение модели с использованием обширного набора данных предположительно продлится от 3 до 4 часов. Вам доступно несколько вариантов для мониторинга этого процесса: помимо стандартного списка в Google Colab, вы также можете воспользоваться интуитивно понятной полосой прогресса, размещённой на веб-странице модели YOLOv8 для более удобного отслеживания статуса обучения.

После завершения обучения, перейдем в раздел "Deploy" и выполним загрузку готового файла модели с расширением *.pt. Этот файл позволит нам применять модель для детектирования объектов через пакет YOLOv8 на различных устройствах, включая Raspberry Pi. Мы также сможете интегрировать модель в интеллектуальные приложения для идентификации объектов на территории авиабаз, в полевых условиях или даже использовать её в беспилотниках для проведения разведывательных операций.

Использование YOLOv8

На данном этапе мы уже обладаем необходимым файлом PyTorch (*.pt) с параметрами модели YOLOv8, размером 21,4 МБ. Этот файл обеспечивает возможность интеграции модели в различные приложения с использованием всего лишь нескольких строк кода.

Для упрощения процесса я разместил файл PT, а также необходимые изображения и видеоматериалы для эксперимента, в блокчейн-хранилище Arweave. Для загрузки этих ресурсов и их сохранения в рабочей директории вычислительного устройства на Google, нам потребуется выполнить предоставленный ниже код.

yolov8sair_url = 'https://6bq43uyscbhniu4kvl6hayy3zosqjnl5x2v2jm7zlfse6nnqrqsa.arweave.net/8GHN0xIQTtRTiqr8cGMby6UEtX2-q6Sz-VlkTzWwjCQ'
urllib.request.urlretrieve(yolov8sair_url, 'yolov8sair.pt')

source_file = 'https://6x77tjsjpqn6ze2k7izx36xgtipzff6yi2jfnp2xxf6lvmtyy7oa.arweave.net/9f_5pkl8G-yTSvozffrmmh-Sl9hGkla_V7l8urJ4x9w'
urllib.request.urlretrieve(source_file, 'Aerial_AirBase.jpg')

source_video = 'https://3tghzdwlhmyajv5eadufzesdo7epc5queknepym6hv2p737mgvxa.arweave.net/3Mx8jss7MATXpADoXJJDd8jxdhQimkfhnj10_-_sNW4'
urllib.request.urlretrieve(source_video, 'airport_video_source.mp4')

В нашем распоряжении находятся три ключевых файла: yolov8sair.pt, который содержит веса модели YOLOv8, Aerial_AirBase.jpg — образец изображения, полученного с беспилотника, предназначенного для детекции объектов, и airport_video_source.mp4 — видеофайл, который будет использоваться для последующего распознавания объектов.

model = YOLO('yolov8sair.pt')

results = model.predict('Aerial_AirBase.jpg')
annotated_frame = results[0].plot()
cv2_imshow(annotated_frame)

На этом этапе мы инициализируем объект YOLO, используя параметры нашей предварительно обученной модели. После этого мы приступаем к процессу детекции объектов на изображении Aerial_AirBase.jpg. В завершение, мы выводим на экран первый аннотированный кадр, полученный в результате работы модели.

На представленном изображении наблюдается обнаружение трех самолетов с вероятностями около 84%, что свидетельствует о высокой достоверности результатов. Это позволяет с легкостью подсчитать количество объектов, просто просматривая массив results[]. Стоит отметить, что уровень достоверности может меняться в зависимости от таких факторов, как погодные условия. Несмотря на определенные ограничения, например, облачность, данный метод обнаружения остается важным инструментом для планирования военных операций и координации боевых действий.

Как вы уже убедились, благодаря простоте внедрения, требующей всего нескольких строк кода, данный подход может быть адаптирован для широкого спектра приложений, включая автономные дроны с компактными бортовыми контроллерами.

Представьте себе возможности создания приложений, включающих в себя эту технологию обнаружения объектов. Рассмотрите применение в беспилотных летательных аппаратах с функцией автопилота, способных самостоятельно находить и преследовать цели. Ваше воображение может стать ключом к новым открытиям в этой области.

Еще один хороший пример, который можно использовать для своих военных решений:

model = YOLO('yolov8sair.pt')

# Обнаружение объектов в видеопотоке
cap = cv2.VideoCapture(f"airport_video_source.mp4")
img_array = []

while cap.isOpened():
    success, frame = cap.read()

    if success:
        results = model(frame)
        annotated_frame = results[0].plot()
        img_array.append(annotated_frame)
    else:
        break

cap.release()

# Сохранение в выходной видеофайл
size = img_array[0].shape[1], img_array[0].shape[0]  # (384, 640)
writer = cv2.VideoWriter(f"airport_video_output.mp4", cv2.VideoWriter_fourcc(*"mp4v"), 25, size)
for frame in img_array:
    img_n = cv2.resize(frame, size)
    writer.write(img_n)
writer.release()

Процедура, о которой идет речь, заключается в анализе видеопотока для выявления объектов. В данном случае мы работаем с видеофайлом airport_video_source.mp4. Этот файл разделяется на отдельные кадры, в каждом из которых с помощью алгоритма происходит обнаружение воздушных судов. Полученные данные собираются и сохраняются в итоговый видеофайл airport_video_output.mp4, который доступен для загрузки в рабочей среде Google Compute Engine.

Ознакомьтесь с представленным видеофайлом. Несмотря на то, что система идентифицировала большинство самолетов, некоторые остались не распознанными. Рассмотрите возможные способы повышения точности алгоритма и не стесняйтесь делиться своими идеями по усовершенствованию в комментариях. Ваш вклад может помочь улучшить функциональность модели.

Ниже вы найдете полный перечень файлов, использованных для демонстрации возможностей обнаружения объектов с применением YOLOv8:

Модель PyTorch: YOLOv8sAir;
Источники данных с беспилотников:
- Статическое изображение: Aerial_AirBase.jpg;
- Видеозапись с аэропорта: AirBase_Video.mp4;
Исходный код: Google Research Colab.

Предлагаю вам проявить творческий подход и разработать уникальные решения, используя предложенные материалы. Спасибо за внимание!

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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