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Анализ производительности моделей YOLOv8
В данной статье речь пойдёт о замерах производительности и точности работы моделей YOLOv8 на разных устройствах с различными оптимизациями и без них. Большое внимание будет уделено работе Yolo на “слабых устройствах”, таких как Raspberry PI, Orange PI, Jetson Nano, мини ПК.
Чтобы лучше понять автора:При проведении данного исследования вектор интересов был направлен на решение задачи детекции в режиме реального времени на маломощных устройствах.
Современные задачи робототехники требуют вычислений "на борту", что особенно актуально для автономных систем. Важность данного исследования заключается в том, что оно направлено на решение задачи детекции в режиме реального времени на маломощных устройствах, что открывает новые возможности для использования компьютерного зрения в мобильных и автономных роботах. Будем считать, что FPS обработки изображений >= 10 пригоден для некоторых задач детекции в реальном времени, но далеко не для всех.
В GitHub репозитории находятся код бенчмарка, скрипты для теста и результаты в csv файлах. Также все веса моделей, полученных в процессе исследования находятся в публичном доступе на Гугл диске и Второй гугл диск.
Оглавление
Скрипт бенчмарка
Описание метрик
Базовые модели Yolo на разных устройствах
Intel I7-12700H - в ноутбуке
N100 - Мини ПК
Raspberry PI 4 базовая
Raspberry PI 4 2.3 Ghz
Orange PI Zero 1 GB RAM
Выводы по базовому рантайму
Fine-Tuned Yolo модель на базовом рантайме
I7-12700H
N100
Raspberry PI 2.3Ghz
Orange PI Zero 1GB RAM
Выводы по Fine-Tuned модели
Базовые модели, эксперимент с входными изображениями
Как ускорить инференс модели
Квантизация и различные рантаймы
ONNX
I7-12700H
N100 - Мини ПК
Raspberry PI 4 2.3Ghz
Raspberry PI 4 базовая
Orange PI Zero 1GB RAM
Выводы по рантайму
Бенчмарк нашей модели на ONNX
I7-12700H
N100
OpenVINO - Оптимизация для Intel
I7-12700H
N100
NCNN
Intel i7-12700H
N100
Raspberry PI
TfLite и Deepsparse
Nvidia Jetson Nano
Попытки оптимизации
Выводы по рантаймы
Выводы по выбору модели и железа
Скрипт бенчмарка
Исследование проводится на 5 различных устройствах и более чем 60 моделях. Выполнение этой задачи вручную потребовало бы значительного времени и ресурсов, поэтому было принято решение автоматизировать процесс сбора данных.
Система для бенчмарка состоит из серверной и клиентской частей. Серверная часть отвечает за хранение списков моделей и тестовых видео. Клиентский код запрашивает у сервера актуальные списки моделей и тестовых видео, загружает их и, проведя тестирование, отправляет результаты обратно на сервер.
Запуск сервера (из репозитория):
git clone https://github.com/ret7020/YoloBenchmarks
cd YoloBenchmarks/server
python3 server.pyimport socket
from time import sleep
from threading import Thread
from config import *
from socket_utils import *
from os import path, makedirs
import csv
ip = "0.0.0.0"
port = 8001
makedirs(python_files_path, exist_ok=True)
makedirs(video_path, exist_ok=True)
makedirs(model_path, exist_ok=True)
makedirs(analytics_path, exist_ok=True)
headers_writen = []
def csv_benchmark(path, results):
with open(path, 'a', newline='') as csvfile:
writer = csv.DictWriter(csvfile, fieldnames=CSV_HEADER)
for model in results:
res = results[model]
print(res)
writer.writerow({'model': model} | res)
def process_client(conn, addr):
global analytics_path, headers_writen
print("Connect from", addr)
while True:
recv = receive_json(conn)
if recv["type"] == "ask_files":
print(addr, f"asked file {recv['filename']} from group {recv['ftype']}")
file_name = recv["filename"]
if recv["ftype"] == "py":
send_file(conn, path.join(python_files_path, file_name))
elif recv["ftype"] == "video":
send_file(conn, path.join(video_path, file_name))
elif recv["ftype"] == "model":
send_file(conn, path.join(model_path, file_name))
elif recv["type"] == "get_models":
send_json(conn, models)
elif recv["type"] == "get_videos":
print(addr, "asked videos")
send_json(conn, videos)
elif recv["type"] == "send_stats":
print("Results from", addr)
if not recv["save_name"] in headers_writen:
with open(path.join(analytics_path, recv["save_name"]), 'w', newline='') as csvfile:
writer = csv.DictWriter(csvfile, fieldnames=CSV_HEADER)
writer.writeheader()
headers_writen.append(recv["save_name"])
csv_benchmark(path.join(analytics_path, recv["save_name"]), recv["results"])
if __name__ == "__main__":
print(f"Run on {ip}:{port}")
sock = socket.socket()
sock.bind((ip, port))
sock.listen(1)
while True:
conn, addr = sock.accept()
t = Thread(target=process_client, args=(conn, addr))
t.start()Конфигурация сервера находится в файле config.py:
models = {
"base": [
("yolov8n.pt", "12qTtp-hjls6N0UMLbkurzxHzuhpWxqWt", False),
("yolov8s.pt", "1ga8jan6BvP8Pbmphx9HHBvby96jQgjHS", False),
("yolov8m.pt", "1r0ph4mbFsiuuRDxJHAj3di9TFnzCXbUq", False),
("yolov8l.pt", "1f1SlM01l3EWvpH66fEqyrdsEe1F5PdFT", False),
("yolov8x.pt", "1stXAXeDSgaMFv8AkZwtiw5RXvInd74tQ", False)
]
}
videos = [
("cubes.mp4", "1t1zOk8CPQGFdpRl7l3gJthydGOqDbRVI")
]
video_path = "files/videos"
model_path = "files/models"
python_files_path = "files/py"
analytics_path = "files/analytics"
CSV_HEADER = ['model', 'runtime', 'inference_time_1', 'fps', 'inference_time', 'device', 'half', 'int8', 'map50', 'map75', 'warmup_max_inf_time', 'warmup_min_inf_time', 'inference_time_max', 'inference_time_min']
models - словарь в котором ключи - категории моделей. В каждой категории находится список кортежей следующего формата:
[
(“название весов моделей”, “ID файла на гугл диске”, директория или нет),
(“название весов моделей”, “ID файла на гугл диске”, директория или нет)
]Некоторые оптимизированные модели могут работать только на определённом железе (например, OpenVINO только на Intel). Поэтому пользователь на устройстве для бенчмарка может выбрать категории моделей для теста вначале запуска.
videos - список видеофайлов для теста, имеющего похожий формат:
("Название файла", "ID файла на гугл диске")analytics_path указывает на директорию для сохранения результатов бенчмарков, если директории нет, то она будет создана автоматически.
В CSV_HEADER менять можно только порядок колонок.
Интерфейс клиентского скрипта
Запуск клиента (из репозитория):
git clone https://github.com/ret7020/YoloBenchmarks
cd YoloBenchmarks
python3 remote_run.pyДалее необходимо ввести ip сервера, порт (по-умолчанию 8001), название устройства (от него зависит имя файла с бенчмарком).
Далее скрипт запросит у сервера список моделей и видео для теста. Потом пользователю нужно выбрать категории моделей для теста. После этого скрипт скачает недостающие для теста файлы и приступит к бенчмарку.
Модели и видео файлы скачиваются с гугл диска через утилиту gdown, имеющую API под Python. Гугл диск позволяет скачивать файлы и директории с достаточно высокой скоростью. Некоторые модели представляют из себя не только файл весов, но и метафайлы, объединённые в одну папку.
Для использования gdown файл нужно сделать с “Доступом по ссылке”. ID файла можно достать из полученной ссылки:
https://drive.google.com/file/d/14DixrZ9Pcl_JpGzpB2U66YDwS4v9hHdS/view?usp=sharing
Пример использование библиотеки через Python:
import gdown
# Скачивание файла
FILE_ID = "14DixrZ9Pcl_JpGzpB2U66YDwS4v9hHdS" # ID файла на гугл диске
SAVE_TO = “open_me.png” # куда скачивать
gdown.download(id=FILE_ID, output=SAVE_TO)
# Скачивание директории
DIR_ID= "1ALYWISJipP2XOp1OHmDJ0XqPcOuCnQLd" # id директории на гугл диске
SAVE_TO = “dir” # куда скачивать
gdown.download_folder(id=DIR_ID, output=SAVE_TO)Процесс тестирования моделей осуществляется следующим образом:
Первые 10 кадров из тестового видео используются для "прогрева" модели. Поскольку после загрузки весов модели в оперативную память или память видеокарты доступ к ней сначала происходит неэффективно, первые несколько задач будут медленнее, чем последующие. Бенчмарк фиксирует минимальное и максимальное время инференса во время "прогрева", однако эти данные не используются для дальнейшего анализа.
Когда модель готова к работе, запускается цикл обработки 200 следующих кадров из видео. Для каждой тестируемой модели эти 200 кадров будут идентичными, что позволяет стандартизировать условия тестирования (влияние количества потенциальных классов на изображении на производительность будет рассмотрено позже).
Каждый кадр сжимается до разрешения 640x640 пикселей и передается в модель, при этом фиксируется время инференса.
После обработки всех 200 кадров результаты собираются и отправляются на сервер для дальнейшего анализа.
В первой версии бенчмарка после замера скорости моделей проводилась валидация модели на coco8 (первые 8 изображений из датасета, на котором обучены базовые модели Yolo). Но 8 изображений оказалось недостаточно для объективной оценки качества работы модели. На метрики качества модели не влияет устройство инференса (значительно), поэтому метрики mAP50, mAP75 были посчитаны для каждой модели на датасете coco128 на Google Colab. Скрипт для замера mAP набора моделей здесь.
mAP (mean average precision) - одна из самых популярных метрик в задачах object detection, которая при достаточном количестве валидационных изображений позволяет достаточно точно определить качество работы модели. На самом деле далее нас будет интересовать не само значение mAP, а то как сильно mAP оптимизированной модели отличается от базовой.
Клиентская функция бенчмаркаdef bench_model(model, video, args):
inference_times = []
is_half = True if "half" in args else False
is_int8 = True if "int8" in args else False
optimize = False if "ncnn" in args else True # NCNN models can't work with optimize flag
runtime = args[1] if len(args) > 1 else "BASE"
capture = cv2.VideoCapture(video)
# Warmup model before benched inference (anyway on test images set, not camera)
warmup_times = []
print(colored(f"Testing model: {model.ckpt_path} with video: {video}", "green"))
for _ in range(10):
_, frame = capture.read()
res = model.predict(frame, task=TASK, verbose=False, half=is_half, int8=is_int8, optimize=optimize, save=False, visualize=False)
warmup_times.append(res[0].speed["inference"])
print(colored(f"Warmup finished", "green"))
frames_cnt = 0
progress_bar = iter(tqdm(range(200)))
while capture.isOpened():
ret, frame = capture.read()
if ret and frames_cnt < 200:
frame = cv2.resize(frame, (640, 640))
res = model.predict(frame, task=TASK, verbose=False, half=is_half, int8=is_int8, optimize=optimize, save=False, visualize=False)
inference_times.append(res[0].speed["inference"])
frames_cnt += 1
next(progress_bar)
else:
capture.release()
print(colored(f"Benchmark finished", "yellow"))
if VALIDATE:
metrics = model.val(data=VALIDATE_CONFIG, verbose=False)
map50 = metrics.box.map50
map75 = metrics.box.map75
else:
map50 = None
map75 = None
print(colored(f"Model validated on {VALIDATE_CONFIG}", "yellow"))
return {
"inference_time": sum(inference_times) / (len(inference_times)), # ms
"inference_time_1": round(sum(inference_times) / (len(inference_times)), 1), # ms 1 digit
"inference_time_min": min(inference_times),
"inference_time_max": max(inference_times),
"fps": round(1000 / (sum(inference_times) / (len(inference_times))), 1), # fps 1 digit
"half": int(is_half),
"int8": int(is_int8),
"runtime": runtime,
"map50": map50,
"map75": map75,
"device": "cpu", # TODO selectable device
"warmup_min_inf_time": min(warmup_times),
"warmup_max_inf_time": max(warmup_times)
}
def benchmark(models, images, repeat_coeff=5, save_callback=lambda x: None):
print(
f"Testing models: {len(models)}\nUniq images: {colored(len(images), 'green')}\nInferences count: {colored(str(len(models) * repeat_coeff * len(images)), 'yellow')}")
results = {}
for model in tqdm(models):
args = model[1:] if len(model) > 1 else []
model = YOLO(model[0])
results[model.ckpt_path] = bench_model(model, args, images, repeat_coeff=2)
save_callback(results[model.ckpt_path])
# Clean system after inference
del model
torch.cuda.empty_cache()
gc.collect()
return resultsОписание метрик mAP
Метрика mAP (mean Average precision) основана на IoU, которая рассчитывает пересечения детектируемого bounding box’а от эталонного.
Метрика IoU
mAP считает среднее IoU с заданным трешхолдом на валидационном датасете.
mAP50 - трешхолд по IoU 0.5 (50%)
mAP75 - трешхолд по IoU 0.75 (75%)
Базовые модели Yolov8 на разных устройствах
Все тесты проводились при минимальной сторонней загрузке системы.
Intel I7-12700H - в ноутбуке
Основные характеристики процессора:
Alder Lake (12 поколение)
Количество ядер: 14
Количество потоков: 20
Максимальная частота: 4.7 Ггц
Основные характеристики системы:
OS: Arch Linux
RAM: 16 Gb
Версии:
python: 3.11.6
ultralytics: 8.2.28
torch: 2.1.2
torchvision: 0.16.2
Тяжелее модель - инференс дольше
Модель | Время мс | FPS | mAP50 | mAP75 | max FPS | min FPS | вес мб |
yolov8n.pt | 103.6 | 9.7 | 0.607 | 0.476 | 10.78 | 7.2 | 6.2 |
yolov8s.pt | 332 | 3 | 0.760 | 0.638 | 3.1 | 2.73 | 21.5 |
yolov8m.pt | 834 | 1.2 | 0.784 | 0.652 | 1.53 | 0.8 | 49.7 |
yolov8l.pt | 1652.1 | 0.6 | 0.828 | 0.706 | 0.61 | 0.59 | 83.7 |
yolov8x.pt | 3065 | 0.3 | 0.829 | 0.707 | 0.4 | 0.23 | 130.5 |
В таблице выделены столбцы (FPS, max FPS, min FPS), значения которых меняются в зависимости от устройства запуска.
С базовыми моделями всё достаточно просто и предсказуемо. Буква после yolov8 означает размер модели: nano, small, medium, large, x. Чем больше модель, тем больше её вес и fps ниже. mAP также выше у более тяжёлых моделей. Стоит обратить внимание, что FPS X модели в среднем в 2 раза ниже, чем у L модели. При этом mAP50 и mAP75 примерно одинаковые. Это подтверждают и официальные данные от ultralytics:
mAP50-95 у L модели: 52.9
mAP50-95 у X модели: 53.9
N100 - Мини ПК
Основные характеристики процессора:
Alder Lake (12 поколение)
Количество ядер: 4
Количество потоков: 4
Максимальная частота: 3.4 Ггц
Основные характеристики системы:
OS: Ubuntu 22.04 Server
RAM: 16 Gb
Версии:
python: 3.10.12
ultralytics: 8.2.28
torch: 2.3.0
torchvision: 0.1
Модель | Время мс | FPS | max FPS | min FPS |
yolov8n.pt | 249.4 | 4 | 4.02 | 3.72 |
yolov8s.pt | 714.2 | 1.4 | 1.4 | 1.39 |
yolov8m.pt | 1832.3 | 0.5 | 0.55 | 0.54 |
yolov8l.pt | 3635.9 | 0.3 | 0.28 | 0.27 |
yolov8x.pt | 5592.5 | 0.2 | 0.18 | 0.18 |
Raspberry Pi 4
Основные характеристики системы:
Активное охлаждение, алюминиевый корпус, достаточное питание.
OS: Ubuntu 22.04 Server
RAM: 8 Gb
Версии:
python: 3.10.12
ultralytics: 8.2.28
torch: 2.3.0
torchvision: 0.18.0
Тестирование всех базовых моделей мы не стали проводить полностью, так как FPS даже на yolov8m был слишком низким.
Модель | Время мс | FPS | max FPS | min FPS |
yolov8n.pt | 2001 | 0.5 | 0.50 | 0.48 |
yolov8s.pt | 4999 | 0.2 | 0.202 | 0.191 |
yolov8m.pt | 10832.3 | 0.1 | 0.08 | 0.07 |
Raspberry Pi 4 2.3Ghz
2.3Ghz - максимальная частота на которую можно разгонять процессор Raspberry PI при условии достаточного питания и охлаждения.
Основные характеристики системы:
Активное охлаждение, алюминиевый корпус, оригинальный блок питания на 3A
Версии:
python: 3.10.12
ultralytics: 8.2.28
torch: 2.3.0
torchvision: 0.18.0
ncnn: 1.0.20240410
onnxruntime: 1.18.0
Модель | Время мс | FPS | max FPS | min FPS |
yolov8n.pt | 1876 | 0.5 | 0.542 | 0.523 |
yolov8s.pt | 4771.2 | 0.2 | 0.213 | 0.205 |
yolov8m.pt | 11569.9 | 0.1 | 0.1 | 0.08 |
Значительного прироста FPS относительно не разогнанной Raspberry PI нет.
OrangePI Zero 1Gb RAM
Модель | Время мс | FPS | max FPS | min FPS |
yolov8n.pt | 4229.9 | 0.2 | 0.239 | 0.234 |
yolov8s.pt | 714.2 | 0.1 | 0.079 | 0.078 |
FPS ещё ниже, чем на Raspberry PI
Выводы по базовому рантайму
Yolov8n работает ~ в 2 раза быстрее более тяжёлой yolov8s. На маломощных устройствах запуск моделей тяжелее yolov8n смысла не имеет, если необходимо получить детекцию в реальном времени.
Fine-Tuned Yolo модель на базовом рантайме
Кроме тестирования базовых моделей от ultralytics, обученных на датасете COCO, мы измерили производительность и качество работы своей модели обученной на основе весов yolov8n. Модель детектирует 3 класса, соответствующие трём цветам кубиков:
Все три класса
I7-12700H
За base.pt обозначается обученная модель без рантаймов и квантизаций.
Модель | FPS | mAP50 | mAP75 | max FPS | min FPS |
base.pt | 11.5 | 0.799 | 0.724 | 12.55 | 5.92 |
FPS этой модели больше yolov8n на 18.5%
N100
Модель | FPS | max FPS | min FPS |
base.pt | 4.2 | 4.308 | 4.048 |
FPS этой модели больше yolov8n на 5%
Raspberry PI 4 2.3Ghz
Модель | FPS | max FPS | min FPS |
base.pt | 0.6 | 0.6 | 0.58 |
FPS этой модели больше yolov8n на 20%
OrangePI Zero 1GB RAM
Модель | FPS | max FPS | min FPS |
base.pt | 0.3 | 0.3 | 0.26 |
Выводы по Fine-Tuned модели
Обученная модель работает быстрее yolov8n на ~20%. Это можно объяснить количеством параметров.
Следующая функция, позволяет по загруженной Yolov8 модели посчитать количество её параметров:
from ultralytics import YOLO
def cnt_params(model):
p_cnt = 0
for p in list(model.model.parameters()):
nn = 1
for s in list(p.size()):
nn = nn * s
p_cnt += nn
return p_cnt
if __name__ == "__main__":
m = YOLO("yolov8n.pt")
print(cnt_params(m))В yolov8n модели 3157200 параметров, а в дообученной 3011628 (на 4.8% меньше).
Базовые модели, эксперименты с входными изображениями
Проверим влияние количества потенциальных классов (количество предметов на изображении, которые умеет детектировать модель) на скорость инференса.
Для теста был написан простой скрипт на Python (на Гитхабе):
Hidden textfrom ultralytics import YOLO
import cv2
import gc
import torch
times = []
MANY_CARS = ["./assets/images/cars_many.jpg",
"./assets/images/cars_many_1.jpg",
"./assets/images/cars_many_2.jpg",
"./assets/images/cars_many_3.jpg"]
SINGLE_CAR = ["./assets/images/single_car.jpg",
"./assets/images/single_car_1.jpg",
"./assets/images/single_car_2.jpg",
"./assets/images/single_car_3.jpg"]
MODELS = ["yolov8n.pt", "yolov8s.pt", "yolov8m.pt", "yolov8l.pt", "yolov8x.pt"]
PER_IMG_INF_CNT = 100
for model in MODELS:
print("-" * 5 + model + "-" * 5)
torch.cuda.empty_cache()
gc.collect()
m = YOLO(model)
print("Warmup...")
for _ in range(15): m("./assets/images/bus.jpg", save=False, verbose=False, visualize=False)
print("Test...")
for img in MANY_CARS:
times += [m(cv2.resize(cv2.imread(img), (640, 640)))[0].speed['inference'] for _ in range(PER_IMG_INF_CNT)]
print(1000 / (sum(times) / len(times)), 1000 / max(times), 1000 / min(times))
times = []
torch.cuda.empty_cache()
del m
gc.collect()
m = YOLO(model)
print("Warmup...")
for _ in range(15): m("./assets/images/bus.jpg", save=False, verbose=False, visualize=False)
print("Test single cars...")
for img in SINGLE_CAR:
times += [m(cv2.resize(cv2.imread(img), (640, 640)))[0].speed['inference'] for _ in range(PER_IMG_INF_CNT)]
print(1000 / (sum(times) / len(times)), 1000 / max(times), 1000 / min(times))
del m
Тестирование проводилось на 4 изображениях, где много машин и на 4 изображениях, где только одна машина.
Примеры изображений:
Первые 15 инференсов используются для “прогрева”. Затем каждая из 8 картинок(4 и 4) проходит 100 раз через нейросеть. После этого считается максимальный, минимальный и средний FPS. После теста на изображениях с большим количеством машин модель удаляется из памяти, чистится кэш CUDA, принудительно очищается мусор через gc.
Результаты запуска скрипта на Google Colab с GPU T4
Результаты оказались не очевидными. N модель быстрее работает, когда на изображении только одна машина. Но остальные, более тяжёлые модели работают быстрее на изображениях с большим количеством машин. Результаты запуска на Intel I7-12700H похожи по поведению (отличие только в том, что FPS ниже).
ПредположениеТакое поведение моделей Yolo может быть связано с тем, что у N модели мало параметров и она рассчитана под детекцию небольшого количества объектов. Остальные модели содержат больше параметров и различных фич, которые являются оверхэдом для задачи детекции одного крупного объекта на изображении.
Как ускорить инференс модели
Базовые модели работают недостаточно быстро на процессоре для детекции в реальном времени. Существуют разные способы ускорения инференса модели, но все они заключаются в упрощении модели под необходимое оборудование Облегчение модели может ухудшить качество её работы, поэтому кроме замера скорости работы оптимизированных моделей стоит обращать внимание на её mAP до оптимизации и после.
Квантизация и экспорт моделей YOLO
Квантизация — это процесс уменьшения разрядности чисел, используемых для представления весов и активаций нейронной сети. Этот метод позволяет значительно снизить требования к вычислительным ресурсам и объему памяти, что особенно полезно для развертывания моделей на маломощных устройствах, таких как Raspberry PI, Orange PI и Jetson Nano.
В yolo, модели можно квантизировать в два вида разрядностей: half (FP16) и int8. Квантизация в int8 максимально облегчает модель. Но не всегда квантизация в half может дать прирост в скорости работы модели. Далеко не все процессоры, ввиду своей архитектуры, способны эффективно производить FP16 вычисления. Подробнее про FP16 на разных архитектурах можно прочитать в топике на stackoverflow.
В yolo реализована система экспорта моделей в различные форматы. Процесс экспорта моделей тоже был автоматизирован. Вы можете найти этот скрипт в GitHub репозитории (export.py). Пример конфига экспорта:
EXPORT_MODELS = [
{"format": "openvino", "half": False, "int8": False, "optimize": True, "save_name": "cube_openvino_base_openvino_model"},
{"format": "onnx", "half": False, "int8": False, "optimize": True, "save_name": "onnx_model.onnx"}
]Указываются формат модели, квантизация, флаг оптимизации и имя для сохранения новой модели. При экспорте можно указать флаги optimize и simplify. Данные флаги подробно описаны разработчиком в issue на гитхабе. Если указан флаг simplify, то при экспорте в формат ONNX yolo попытается удалить “лишние” связи в модели и объединить некоторые операции. В скрипте данный флаг стоит для всех экспортов. Он не имеет смысл для других форматов модели, но ухудшить производительность точно не может. Флаг optimize применяет к модели JIT (Just In Time) компиляцию. Он работает не для всех моделей(например, ncnn его не поддерживает), поэтому явно прописывается в конфиге.
Скрипт работает следующим образом:
Прописывается конфиг с базовыми моделями (например, yolov8n.pt, yolov8s.pt)
Каждая базовая модель экспортируется в список форматов, указанных в конфиге
На выходе получается папка exported_models со всеми моделями (кроме базовых). Если нужно экспортировать отдельную одну модель, то можно воспользоваться терминальной командой Yolo:
yolo export model=ПУТЬ К ВЕСАМ format=ФОРМАТ int8=True simplify=True optimize=True data=coco8.yamlКвантизация изначально отключена, чтобы её включить нужно добавить аргументы int8=True или half=True. Так же при экспорте с квантизацией(int8 или half) необходимо добавить аргумент data, содержащий путь к конфигу датасета модели. Для базовых моделей можно указать coco8.yaml, coco128.yaml, coco.yaml (первые 8 изображений; первые 128; полный датасет coco). Чтобы качество работы модели при квантизации меньше падала применяется калибровка. Она использует датасет модели, чтобы точнее квантизировать веса.
Для экономии времени экспортировать модели можно на более мощных устройствах, а запускать на слабых. Например, экспортировать квантизированную модель для Raspberry PI можно на Google Colab. В документации по экспорту в формат TensorRT сказано следующее:
Remember calibration for INT8 is specific to each device, borrowing a "high-end" GPU for calibration, might result in poor performance when inference is run on another device.
Здесь говорится про TensorRT и GPU, но мы решили проверить справедливость утверждения для CPU. Для проверки модель yolov8n была экспортирована в ONNX с квантизацией int8 на Raspberry PI и ноутбуке с i7-12700H. Сначала модели были протестированы (замерена скорость работы и валидация на coco128) там, где экспортированы. Затем модель с ноутбука была проверена на Raspberry и наоборот. Изменений в mAP и FPS не было (при округлении значений до 10^4). Делаем вывод, что это утверждение актуально для инференса на GPU c TensorRT int8. Перейдём к тестированию различных рантаймов и форматов моделей Yolo.
ONNX
ONNX - единый формат, который упрощает процесс переноса моделей глубокого обучения между фреймворками. Кроме того, у onnx есть собственный рантайм для запуска моделей этого формата. Yolov8 из коробки поддерживает экспорт в onnx с квантизацией. ONNX модели должны работать на любых устройствах (в отличии от некоторых других форматов).
Тестировались следующие вариации моделей: без квантизации, с квантизацией в int8, модель без флага simpilfy. Квантизация в half и int8 не отличаются по скорости инференса и mAP.
I7-12700H
Квантизация
int8 и обычная модель onnx не имеют особых отличий в скорости работы и качестве по метрикам mAP, если эта модель экспортирована с флагом simplify. Для эксперимента по проверке влияния флага simplify N модель была дополнительно экспортирована в onnx с квантизацией в int8 и без неё, но без флага simplify (simplify=False)
Simplify
Данный флаг увеличивает производительность ONNX модели на 10-20%. Без этого флага квантизипрованная в int8 модель работает быстрее (на ~3%) такой же модели, но без квантизации (в таблице yolov8n_onnxnosimp_base.onnx и yolov8n_onnxnosimp_int8.onnx ). При этом у моделей без simplify mAP совпадает с метриками моделей без этого флага
Команда для экспорта модели ONNX с квантизацией в int8 и флагами оптимизации:
yolo export model=yolov8n.pt format=onnx optimize=True simplify=True int8=True data=coco8.yamlЕсли экспортируете не базовую модель, то в аргументе data нужно указать путь к своему конфигу датасета.
N100 Мини ПК
Отсутствие значительных отличий в скорости работы и метриках mAP между квантизированной в int8 и стандартной ONNX моделями подтверждают данные бенчмарка с процессора I7.
Raspberry PI 4 2.3Ghz
На разогнанной Raspberry запуск моделей onnx(на основе yolov8n) загружает все 4 ядра 4 потока под 100% и одноплатник зависает. Запуск инференса отдельно от бенчмарка работает также. Обновление onnx (с версии 1.14.1 до 1.16.1) не решило проблему.
Raspberry PI 4 базовая
Модель | FPS |
yolov8n_onnx_base.onnx | 1.9 |
yolov8n_onnx_int8.onnx | 2.0 |
Orange PI Zero
Модель | FPS |
yolov8n_onnx_base.onnx | 1.3 |
yolov8n_onnx_int8.onnx | 1.3 |
Выводы по рантайму
Комплексируя результаты бенчмарков модели ONNX с различных устройств, можно сделать следующие выводы:
На мини ПК с N100 ONNX позволяет на основе N модели проводить детекцию в режиме реального времени. Квантизация и экспорт модели в ONNX не ухудшает качество её работы. Ресурсов Orange PI и Raspberry PI недостаточно для данной задачи.
Бенчмарк нашей модели на ONNX
I7-12700H
Модель | Время мс | FPS | mAP50 | mAP75 |
base_onnx_base.onnx | 76.2 | 13.1 | 0.782 | 0.699 |
base_onnx_int8.onnx | 75.6 | 13.2 | 0.782 | 0.699 |
До конвертации в ONNX:
Модель | FPS | mAP50 | mAP75 | max FPS | min FPS |
base.pt | 11.5 | 0.799 | 0.724 | 12.55 | 5.92 |
Метрики mAP50 и mAP75 стали ниже, скорее всего это связано с недостаточностью обучающей выборки. Чем выше качество изначальной модели, тем ниже негативное влияние квантизации и экспорта в разные рантаймы. При этом скорость, своей модели в формате ONNX на 28% выше, чем N модель в ONNX.
N100
Модель | Время мс | FPS |
base_onnx_base.onnx | 85.4 | 11.7 |
base_onnx_int8.onnx | 75.6 | 11.9 |
Наша модель "знает" намного меньше классов объектов, чем базовая COCO модель, количество параметров у нашей модели также меньше, поэтому её производительность немного выше.
OpenVINO - Оптимизация для Intel
OpenVINO (Open Visual Inference and Neural Network Optimization) — это набор инструментов от Intel для ускорения инференса нейронных сетей на различных платформах, включая CPU, интегрированные GPU, VPU и FPGA. OpenVINO предоставляет мощные инструменты для оптимизации моделей и их квантизации, что особенно полезно для выполнения моделей на маломощных устройствах. OpenVINO предназначен для работы на процессорах и видеокартах Intel, на других устройствах эти модели работать не будут.
Тестировались стандартная модель, квантизированная в fp16 и int8.
I7-12700H
Квантизация в int8 моделей OpenVINO позволяет решать задачу детекции в режиме реального времени на процессоре I7 с помощью трёх базовых моделей(N, S, M).
Квантизация в half не увеличивает производительность моделей OpenVINO. Рассмотрим N модель.
Квантизированная в int8 OpenVINO модель быстрее базовой N модели более чем в 10 раз. Квантизация OpenVINO в int8 ускоряет её в ~2 раза.
N100
Различные степени квантизации моделей OpenVINO ведут себя одинаково на N100 и I7. OpenVINO позволяет решать задачу детекции в реальном времени на основе модели yolov8n, экспортированной в OpenVINO с квантизацией int8.
На Raspberry PI и Orange PI запуск OpenVINO невозможен.
Из - за отсутствия значительного падения mAP у квантизированной в int8 модели и значительного прироста производительности стоит использовать данную
Команда для экспорта моделей в OpenVINO с квантизацией в int8
yolo export model=yolov8n.pt format=openvino optimize=True simplify=True int8=True data=coco8.yamlNCNN
Этот формат моделей предназначен для слабых устройств, наподобие Raspberry PI.
Intel i7-12700H
Квантизация в half и базовая модель не отличаются по своей производительности и метрикам mAP.
Модель | FPS |
yolov8n_ncnn_int8_ncnn_model | 8.1 |
yolov8s_ncnn_int8_ncnn_model | 4.1 |
yolov8m_ncnn_int8_ncnn_model | 2.1 |
yolov8l_ncnn_int8_ncnn_model | 1.2 |
yolov8x_ncnn_int8_ncnn_model | 0.8 |
N100
Модель | FPS |
yolov8n_ncnn_int8_ncnn_model | 9.6 |
yolov8s_ncnn_int8_ncnn_model | 4.0 |
yolov8m_ncnn_int8_ncnn_model | 1.8 |
yolov8l_ncnn_int8_ncnn_model | 1.0 |
yolov8x_ncnn_int8_ncnn_model | 0.7 |
Raspberry PI
Модель | FPS |
yolov8n_ncnn_int8_ncnn_model | 2.0 |
Orange PI
Модель | FPS |
yolov8n_ncnn_int8_ncnn_model | 0.2 |
Данный рантайм не даёт достаточной оптимизации.
TfLite и Deepsparse
Рантайм TFLite не показал значительного прироста производительности на наших устройствах, поэтому экспорт моделей в данный формат оказался бесполезным с точки зрения ускорения инференса.
Рантайм DeepSparse эффективно работает на батчах из изображений. При детекции в реальном времени возможности загрузить несколько изображений сразу нет. Кроме того, он не выдаёт стабильного FPS.
Nvidia Jetson Nano
Данное устройство умеет запускать модели на CUDA, что позволяет существенно ускорить инференс. Результаты запуска модели на процессоре не имеют особого интереса (на N моделе всего 0.7 FPS)
Модель | FPS | max FPS | min FPS |
yolov8n.pt | 13.3 | 14.3 | 10.6 |
yolov8s.pt | 6.3 | 6.3 | 6.2 |
yolov8m.pt | 4.1 | 4.3 | 3.9 |
yolov8l.pt | 3.4 | 3.3 | 2.8 |
yolov8x.pt | 1.1 | 1.2 | 0.9 |
Для детекции в реальном времени можно использовать N модель, при этом более тяжёлые работают недостаточно быстро.
Попытки оптимизации
Попытки использовать различные рантаймы не увенчались успехом.
После установки onnxruntimegpu, модели ONNX не получилось запустить на GPU, а их производительность на CPU очень низкая.
Для оптимизации моделей под Nvidia GPU существует специальный рантайм - TensorRT.
Yolo из коробки умеет экспортировать модели в этот формат вместе с квантизацией. Но экспорт модель необходимо на самом Jetson Nano, так как модель экспортированная на другой версии TensorRT может запускаться только на этой версии TensorRT. Версия TensorRT напрямую зависит от версии CUDA, которая зависит от gpu. Максимальная версия CUDA, которую можно установить на Jetson Nano - 10.2. На Google Colab стоит более новая версия CUDA, которая конфликтует с версией TensorRT 8.0.1.6 (установленной на Jetson Nano).
Экспорт модели средствами yolo командой:
yolo export model=yolov8n.pt format=engine batch=1 workspace=1 int8=True data=coco.yamlприводит Jetson к зависанию.
Затем мы попробовали экспортировать модель в формат onnx без оптимизаций, а затем штатную через утилиту trtexec. Команда экспорта выглядит так:
/usr/src/tensorrt/bin/trtexec --buildOnly --int8 --onnx=yolov8n.onnx --saveEngine=yolov8n.engineЭкспорт прошёл успешно, но время инференса модели стало слишком высоким (> 3000мс). Хотя в логах trtexec пишется про 65 мс:
Логи[06/13/2024-22:25:10] [I]
[06/13/2024-22:25:10] [I] === Performance summary ===
[06/13/2024-22:25:10] [I] Throughput: 15.0389 qps
[06/13/2024-22:25:10] [I] Latency: min = 66.1836 ms, max = 66.7713 ms, mean = 66.4839 ms, median = 66.4787 ms, percentile(99%) = 66.7713 ms
[06/13/2024-22:25:10] [I] End-to-End Host Latency: min = 66.1941 ms, max = 66.7808 ms, mean = 66.4938 ms, median = 66.4887 ms, percentile(99%) = 66.7808 ms
[06/13/2024-22:25:10] [I] Enqueue Time: min = 5.84814 ms, max = 6.35657 ms, mean = 6.10814 ms, median = 6.11487 ms, percentile(99%) = 6.35657 ms
[06/13/2024-22:25:10] [I] H2D Latency: min = 0.481689 ms, max = 0.487305 ms, mean = 0.484034 ms, median = 0.484131 ms, percentile(99%) = 0.487305 ms
[06/13/2024-22:25:10] [I] GPU Compute Time: min = 65.4216 ms, max = 66.0064 ms, mean = 65.7226 ms, median = 65.7175 ms, percentile(99%) = 66.0064 ms
[06/13/2024-22:25:10] [I] D2H Latency: min = 0.274902 ms, max = 0.281067 ms, mean = 0.277307 ms, median = 0.277222 ms, percentile(99%) = 0.281067 ms
[06/13/2024-22:25:10] [I] Total Host Walltime: 3.12524 s
[06/13/2024-22:25:10] [I] Total GPU Compute Time: 3.08896 s
[06/13/2024-22:25:10] [I] Explanations of the performance metrics are printed in the verbose logs.
[06/13/2024-22:25:10] [I]
&&&& PASSED TensorRT.trtexec [TensorRT v8001] # /usr/src/tensorrt/bin/trtexec --int8 --onnx=yolov8n.onnx --saveEngine=yolov8n.engine
[06/13/2024-22:25:10] [I] [TRT] [MemUsageChange] Init cuBLAS/cuBLASLt: CPU +0, GPU +0, now: CPU 871, GPU 1882 (MiB)Вывод по Jetson Nano
Максимальная производительность была получена на базовой модели yolov8n.pt, остальные рантаймы и форматы не работают корректно. При этом N модель работает на CUDA с достаточной скоростью (от 10.6 FPS до 14.3 FPS) для решения некоторых задач детекции в реальном времени.
Выводы по рантаймам
Различные рантймы с квантизацией и без неё позволяют значительно увеличить скорость инференса моделей на процессоре. Следующий график демонстрирует соотношение FPS и рантайма.
Обработка видеопотока в режиме реального времени на мини ПК с N100 возможна только на основе базовой модели yolov8n и рантаймов OpenVINO, ONNX, NCNN.
Из результатов бенчмарков видно, что OpenVINO работает максимально быстро (~в 5 раз быстрее) базовой модели.
OpenVINO является самым быстрым рантаймом для систем с процессорами Intel. Это рантайм, который надо пробовать в первую очередь, если необходимо ускорить работу модели Yolo на CPU или GPU от Intel.
Разработчики OpenVINO заявляют, что рантайм способен ускорить инференс моделей на видеокартах Intel Arc, но проверить это не удалось.
Далее примерно одинаковая производительность у рантаймов NCNN и ONNX. Производительность TFLite значительно не отличается от производительности оригинальной модели.
Соотношение производительности между разными рантаймами на N100 частично соответствует данным с I7-12700H.
OpenVINO также является самым быстрым форматом. Далее по скорости идёт ONNX (так же, как и на N100). NCNN и TFLite работают примерно с той же скоростью, что и базовая модель. Но NCNN выдаёт практически такой же FPS как и на процессоре N100.
Рантайм | N100 | I7 |
yolov8n_ncnn_int8 | 9.6 | 8.1 |
Далее представлен график метрики mAP(на датасете coco128), в зависимости от рантайма.
Из него явно видно, что точность работы модели при экспорте в различные рантаймы с квантизаций уменьшается очень незначительно.
Выводы по выбору модели и железа
Для решения задачи детекции объектов в реальном времени на встраиваемых системах необходимо применять модели на основе yolov8n с квантизацией и оптимизацией. Raspberry PI и Orange PI не способны решить данную задачу даже на оптимизированных моделях с квантизацией в int8. Лучшие результаты по скорости инференса на процессоре были достигнуты на системах с Intel и моделях OpenVINO.
Ресурсов мини ПК с процессором N100 хватает для работы OpenVINO int8 модели на основе N весов.
Jetson Nano способен проводить детекцию в реальном времени на основе модели yolov8n, запущенной на CUDA. При этом другие рантаймы либо не запускаются, либо работают только на процессоре.
Все csv файлы бенчмарков здесь:
https://github.com/ret7020/YoloBenchmarks/tree/master/Analytics
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01.09.25 16:41
Anitastar
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01.09.25 17:03
WILLER GOODY
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02.09.25 23:12
[email protected]
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03.09.25 07:17
Fabian3
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04.09.25 02:11
marcushenderson624
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04.09.25 02:11
marcushenderson624
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04.09.25 02:45
marcushenderson624
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04.09.25 16:24
Melbourne
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04.09.25 18:11
WILLER GOODY
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05.09.25 08:14
Amostampari
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05.09.25 15:39
micheal1219
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06.09.25 09:21
Young Felix
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06.09.25 09:22
Young Felix
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06.09.25 18:52
michaeldavenport218
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06.09.25 18:52
michaeldavenport218
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08.09.25 14:26
bajo171
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08.09.25 18:04
marcushenderson624
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08.09.25 18:04
marcushenderson624
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08.09.25 19:21
DAVEortega1010
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09.09.25 02:34
wendytaylor015
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09.09.25 02:34
wendytaylor015
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09.09.25 02:34
wendytaylor015
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09.09.25 11:48
Moises Velez
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09.09.25 15:05
patricialovick86
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09.09.25 15:05
patricialovick86
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09.09.25 15:05
patricialovick86
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09.09.25 20:23
Bramfloris
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09.09.25 20:37
DAVEortega1010
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10.09.25 00:45
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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10.09.25 00:45
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 03:31
DAVEortega1010
Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
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11.09.25 13:44
grace
i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch
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11.09.25 15:03
stevensjonas
Recovery of Stolen Ethereum Wallet. Hire: Supreme Peregrine Recovery. I would like to express my sincere gratitude to Supreme Peregrine Recovery for their outstanding help in recovering my stolen Ethereum wallet, which held $594,684 worth of assets. I thought my money was lost forever after falling for a scam that imitated a reliable cryptocurrency platform, but I was referred to them because their staff was professional, knowledgeable, and genuinely concerned from the start. Their commitment, openness, and expertise are unparalleled. I am immensely appreciative of their assistance and heartily recommend Supreme Peregrine Recovery to anyone dealing with cryptocurrency theft. They transformed a nightmare into a tale of hope and recovery. They carefully examined my case, gave me clear updates at every stage, and used cutting-edge Blockchain tracing tools to recover the entire amount. +1,3,1,8,5,5,3,0,6,7,9 Mail: supremeperegrinerecovery(@)proton(.)me supremeperegrinerecovery567(@)zohomail(.)com info(@)supremeperegrinerecovery(.)com
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.09.25 13:11
grace
I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435
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12.09.25 15:06
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.09.25 15:06
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.09.25 20:45
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 00:54
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.09.25 00:54
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.09.25 02:37
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…
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14.09.25 02:37
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…
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14.09.25 12:44
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
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14.09.25 12:44
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
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert.
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
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14.09.25 17:48
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
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14.09.25 17:48
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
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14.09.25 20:49
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 22:16
Berrysmith
I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
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15.09.25 10:25
aliceforemanlaw
I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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15.09.25 12:49
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
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15.09.25 12:49
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
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15.09.25 12:49
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
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16.09.25 12:25
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 12:26
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 13:25
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.09.25 13:25
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 02:56
peju1213
It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 12:22
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 12:22
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 13:04
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 16:46
carolinehudso83
I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
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19.09.25 00:54
frank2025
Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 15:27
tonykith01477
There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
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19.09.25 17:12
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.09.25 17:12
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.09.25 15:05
faithlawrence
I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
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20.09.25 15:53
blessing1198
It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
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21.09.25 12:05
star1121
Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
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23.09.25 03:23
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 03:23
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 03:23
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 03:54
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.09.25 14:45
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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23.09.25 19:27
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
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23.09.25 22:38
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 12:22
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 19:08
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 19:50
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 19:55
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 20:52
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 20:52
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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