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Ищем Арнольда Шварценеггера среди мужчин, женщин и детей с помощью нейросети на С++

Привет, Хабр! Меня зовут Кирилл Колодяжный, я ведущий инженер-программист в YADRO. Помимо основных рабочих задач, включающих исследование проблем производительности СХД, я увлекаюсь машинным обучением. Участвовал в коммерческих проектах, связанных с техническим зрением, 3D-сканерами и обработкой фотографий. В задачах часто использовал С++, хотя машинное обучение традиционно ассоциируется с Python. Этот язык программирования буквально захватил сферу, его используют повсюду — от обучающих курсов до серьезных ML-проектов.

Однако Python — не единственный язык, на котором можно решать задачи машинного обучения. Так, альтернативой может стать С++. Если последний вам ближе, вам будет интересен и полезен этот текст.

Под катом разберемся:

как организовать работу с данными и загрузку обучающего датасета,
как описать структуру нейронной сети,
как использовать уже готовые алгоритмы машинного обучения из доступных библиотек и фреймворков,
как организовать конвейер обучения сети,
как использовать предобученные глубокие сети для решения задач.

Изображение сгенерировала нейросеть

Где в машинном обучении применяется С++

Реализация базовых вычислительных алгоритмов

C++ часто используется в машинном обучении для реализации сложных алгоритмов. Он широко применяется в бэкенде популярных фреймворков, таких как PyTorch, TensorFlow и scikit-learn. Они, в свою очередь, основаны на математических библиотеках, реализующих стандарт BLAS — например, OpenBLAS или cuBLAS. Это позволяет строить высокоуровневые математические библиотеки, к которым относятся Eigen, Armadillo и ATen. NumPy, популярная библиотека Python для работы с математическими операциями, также использует C++ для реализации внутренних функций, обеспечивая быструю и эффективную работу с тензорами и матрицами.

Кастомные функции для фреймворков

PyTorch и TensorFlow предоставляют специальный API для расширения функционала. Допустим, вам нужно реализовать тензорную операцию, которая не представлена в фреймворке и у вас есть достаточно удобный механизм для ее реализации на C++. Почему на C++? Потому что, скорее всего, вам потребуется использовать CUDA или OpenCL для эффективной реализации, а они тоже используются в связке с С++.

Машинное обучение на конечных устройствах

Наиболее массово C++ для машинного обучения применяется, когда готовый продукт деплоится, например, на устройство видеоаналитики. Чаще всего там нет смысла разворачивать Python-среду и ставить интерпретатор — достаточно выполнить алгоритм в режиме вывода (inference). Поэтому существует достаточно большой спектр фреймворков, заточенных на адаптацию под микроконтроллеры и embedded-платформы.

Допустим, есть проект OpenVINO. Он специализируется на деплое машинного обучения на Intel-платформы. TensorRT — это платформа для конвертации нейронных сетей от NVIDIA, достаточно массово используются на платформах типа Jetson, с архитектурами Xavier или Orin. PyTorch и TensorFlow — популярные фреймворки — тоже предоставляют свои механизмы для запуска этих алгоритмов в рамках C++ на устройствах. Это TorchScript, torch.jit, и TensorFlow Lite, tflite micro.

Хотите узнать, какие еще задачи решают разработчики на С++? Регистрируйтесь на бесплатный онлайн-митап YADRO по С++, который состоится 20 марта. Программа встречи — по ссылке.

Решаем задачу поиска лиц с помощью С++ и его библиотек

Мы поговорим о том, как использовать C++ на самом высоком уровне и решить задачи, где обычно используют Python или технологии Julia и R.

Задачу по поиску лиц можно разделить на два шага:

Поиск регионов с лицами людей. Здесь воспользуемся готовым алгоритмом, доступным в библиотеке для машинного обучения: скользящим окном пройдемся по фотографии и классифицируем регионы как лицо или не лицо.
Сравнение региона с лицом с искомым лицом. Для сравнения лиц реализуем свою нейронную сеть.

Этап 1. Ищем регионы с лицами людей

В поиске лица на фото с использованием метода скользящего окна есть нюанс: лица на фотографии могут быть разного масштаба, а у окна — фиксированный размер. Чтобы найти нужное лицо, мы построим пирамиду масштабируемых изображений: изменим размеры исходного фото, чтобы маленькие лица стали больше и попадали в фиксированное скользящее окно. Чтобы определить, является регион лицом или нет, опишем его математическим представлением (вектором). Для этого используем гистограмму направленных градиентов. Далее эти векторы можно будет разделить на два класса: лицо и не лицо.

Рассмотрим на примере, что такое пирамида масштабированных изображений. На следующей фотографии есть несколько людей.

Лицо на переднем плане достаточно большое, оно попадет в скользящее окно. На заднем плане лица маленькие — мы не сможем корректно описать и классифицировать их. Для решения проблемы построим несколько масштабов входного изображения.

Чтобы описать регион на фотографии для классификации, сделаем фото черно-белым — теперь каждый пиксель содержит только интенсивность цвета. Скользящее окно нужно разбить на прямоугольные подобласти и вычислить в них направления изменений от светлого к темному.

Скользящее окно

Таких направлений может быть много. Мы ограничимся определенными: вверх, вниз, вправо, влево и по диагонали.

Направления изменения цвета. Гистограмма частоты встречаемости.

Из полученных направлений сформируем гистограмму по частоте встречаемости. Эта гистограмма представляет собой одномерный вектор чисел, который мы сможем использовать для тренировки классификатора и оценивать, находится в этом регионе изображения лицо или нет.

Библиотека Dlib

Загрузка изображений

Для решения задачи нужна библиотека с ограниченным набором функций, простой установкой и без лишних зависимостей. Будем использовать Dlib — известную библиотеку, которая предоставляет алгоритмы для компьютерного зрения и машинного обучения. Она легковесная, собирается и импортируется проще, чем ее аналоги — например, OpenCV.

Для использования детекции лиц на фотографии достаточно использовать два заголовочных файла. Это image/io/h и frontal/fact/detector.h, которые будут отвечать за предоставление функций загрузки изображений и детекции лиц.

#include <dlib/image/io.h>
#include <dlib/image/processing/frontal/face/detector.h>
...
using namespace dlib;

Изображения могут быть представлены двумя типами данных: двумерным массивом или матрицей. Для работы с цветными изображениями или с изображениями в оттенках серого нам достаточно специализировать шаблон array2d нужным типом. В коде ниже мы видим тип rgb_pixel. На самом деле это 32-битный integer, он позволяет описывать пространство цветов в схеме RGB. А использование типа unsigned char позволит работать с оттенками серого.

using image_t = array2d<unsigned char>;
using rgb_image_t = array2d<rgb_pixel>;
using matrix_t = matrix<float>;

Также нам потребуется матрица. Это математический примитив, класс которого может специализироваться нужным типом данных. Мы используем float. Тип matrix предоставляет больше специализированной функциональности, которая пригодится на этапе тренировки нейронной сети.

Для загрузки изображений нам достаточно использовать функцию load_image из библиотеки Dlib. Организовано все просто: функция принимает путь к файлу изображения и сама определяет тип изображения — png, jpeg или bmp.

std::string image_file_path;
...
image_t gray_scale_image;
load_image(gray_scale_image, image_file_path);
 
rgb_image_t rgb_img;
load_image(rgb_img, image_file_path);

Пирамида масштабированных изображений

Следующий этап — построение пирамиды масштабированных изображений с помощью функции pyramid_up.

image_t gray_scale_image;
...
pyramid_up(gray_scale_image);

Существует и функция pyramid_down: можно построить пирамиду для уменьшения картинки. Мы видим, что функция принимает на вход один объект — изображение, которое нужно отмасштабировать. Остальные уровни масштабирования помещаются в то же изображение и присоединяются к основному друг за другом. Это сделано так, потому что вся остальная функциональность библиотеки понимает формат и использует его автоматически.

Детектор лиц

Для детекции лиц мы создаем объект типа face_detector с помощью функции get_frontal_face_detector.

auto face_detector = get_frontal_face_detector();
...
auto face_rects = face_detector(gray_scale_image);

У формата есть перегруженный оператор функции, который принимает на вход изображение. Результатом является контейнер, который содержит прямоугольники — регионы с лицами.

Использование get_frontal_face_detector накладывает ограничение: система работает только с лицами, снятыми в анфас. Однако библиотека предоставляет и функциональность, основанную на глубоких нейронных сетях, для детекции лиц в других положениях.

Постобработка регионов с лицами

С помощью функции face_detector мы определили прямоугольники с лицами. Их необходимо вырезать, чтобы получить отдельные изображения. К сожалению, тип array2d не позволяет работать с частями изображения — для этого его нужно преобразовать в матрицу с помощью функции mat.

image_t image;
rectange roi;
...
auto image_as_matrix = mat(image);
matrix<image_t::type> face_mat = subm(image_as_matrix, roi);

Если мы передадим двумерный массив, получим матрицу. А с помощью функции subm (submatrix) получим регион с лицом. Эта функция принимает два параметра: объект матрицы и размер прямоугольника, который нас интересует.

Отложенные вычисления в C++

Зачастую в математических библиотеках для C++ и фреймворках машинного обучения некоторые операции, например, обрезка матрицы или умножение матрицы, не выполняются сразу. Вместо этого возвращается объект, описывающий данную операцию. Этот подход называется отложенным вычислением (lazy calculation). Результат операции вычисляется только тогда, когда он действительно нужен. Это позволяет библиотеке оптимизировать вычисления или вообще их не проводить, если результат не используется. Если требуется получить результат операции сразу, необходимо указать тип объекта результата, например, matrix<image_t::type>. При таком вызове выделится память для копирования изображения.

После того как мы вырезали прямоугольники с лицами, нужно привести их к стандартному размеру и формату. Для этого используем функцию resize_image. Она принимает объект исходного изображения и объект изображения нужного размера, куда будет записан результат масштабирования. Эта функция имеет дополнительные параметры, которые влияют на интерполяцию при увеличении (upsampling) или уменьшении (downsampling) изображения. Эти параметры определяют способ обработки и вычисления новых пикселей. В нашем случае используются параметры по умолчанию.

image_t image;
 
...
 
image_t scaled_image(FACE_SIZE, FACE_SIZE);
resize_image(image, scaled_image);

Далее нам нужно преобразовать целочисленные значения пикселей изображения в вещественные. Сначала используем функцию matrix_cast и приведем внутренний тип матрицы изображения к типу float. Также нужно, чтобы все значения пикселей были нормализованы — приведены к одному масштабу. Поскольку наша картинка в оттенках серого, пиксели принимают значения от 0 до 255. Чтобы привести их к общему масштабу от 0 до 1, делим на 255.

return matrix_cast<float>(mat(scaled_image))/255.0f;

Эти действия важны для следующего этапа — обучения нейронной сети.

Объединение всех частей кода для детекции лиц

auto face_detector = get_frontal_face_detector();
image_t img;
load_image(img, image_file_path);
pyramid_up(img);
auto face_rects = face_detector(img);
for (auto& face_rect : face_rects) {
  matrix<image_t::type> face_mat = subm(mat(img), face_rect);
  image_t scaled_face(FACE_SIZE, FACE_SIZE);
  resize_image(face_mat, scaled_face);
  auto face_imge = matrix_cast<float>(mat(scaled_face))/255.0f;
  ...
  // обработка изображения
}

Этих функций достаточно для реализации нашего первого этапа, который включает загрузку изображения, нахождение в нем лиц, получение изображений лиц, приведение их к нужному масштабу и формату.

Код получится компактным и выразительным, похожим на аналоги на Python.

Пример работы кода

Этап 2. Сравниваем регион с целевым лицом

Сиамские сети

Один из самых распространенных способов обучить нейронную сеть поиску похожих объектов — сиамские сети, тренированные с разными целевыми функциями, например, с функциями потерь Contrastive Loss или Triplet Loss. Такой подход также называют «изучением метрик» (metric learning), потому что сравнивать можно не только изображения, но и объекты из разных предметных областей.

Сеть с двумя входами

На входы подаются изображения разных людей. Наша задача — обучить нейронную сеть так, чтобы она выдавала векторы, схожие для одного человека и разные для нескольких людей. Подход к тренировке будет отличаться в зависимости от выбранной функции потерь.

Contrastive Loss

Функция потерь Contrastive Loss основана на том, что мы максимизируем расстояние между разными классами векторов и минимизируем между одинаковыми. В формуле ниже d — это расстояние, а y принимает значения 0 или 1 в зависимости от того, одинаковые изображения или нет.

Здесь d вычисляется как квадрат расстояния, что соответствует минимизации евклидового расстояния, описывающего два объекта.

Triplet Loss

Подход с другой целевой функцией Triplet Loss чем-то похож: мы снова будем вычислять расстояние. У нас есть три сети с одной архитектурой и весами, через них проходит три изображения: якорное и два примера — позитивный и негативный.

Позитивный пример — это тот же самый объект, представленный иначе. В нашем случае сфотографированный под другим углом. Негативный пример — это пример другого объекта.

Для примеров мы получаем три характеристических вектора (embbedings vectors), которые поступают на вход функции Triplet Loss. Здесь вычисляется два евклидовых расстояния между якорным изображением, позитивным и негативным примерами.

Функция должна обучить сеть так, чтобы расстояние между якорным и позитивным примером было минимальное, а между якорным и негативным — максимальное.

Результат обучения

Датасет

Для обучения нейронных сетей нужны тренировочные данные — датасет. Мы используем доступный датасет Facial Recognition Dataset collected from Pinterest. Это набор из 105 фотографий знаменитостей с приблизительно одинаковым масштабом, но разным ракурсом и освещением.

Датасет Facial Recognition Dataset collected from Pinterest

Обратим внимание, что наш модуль для определения лиц реализован только для лиц, снятых в фас. Значит, на некоторых фото найти лица не получится. Это приведет к несбалансированности датасета, и в последствии может стать одной из причин низкого качества сравнения лиц. В реальных задачах уделяйте достаточно внимания подготовке тренировочных и проверочных данных.

Применение библиотеки PyTorch для работы с тренировочными данными

Для реализации нашей задумки воспользуемся библиотекой PyTorch, которая представляет собой набор инструментов для машинного обучения. Важно отметить, что для C++ также существует LibTorch — библиотека, которая предоставляет С++ интерфейс для ядра PyTorch. LibTorch включает практически всю функциональность Python-версии и имеет схожий синтаксис. Если вы уже работали с PyTorch на Python, освоить LibTorch на C++ будет достаточно просто.

Для начала работы с LibTorch нам достаточно подключить один заголовочный файл, вся функциональность помещена в пространство имен torch.

#include <torch/torch.h>
...
using namespace torch;

Начнем с построения конвейера обучения (training pipeline) нейронной сети. Первый шаг — работа с данными:

загрузка фотографий,
приведение их к нужному размеру и формату,
следование стратегии, которую предписывает фреймворк PyTorch.

Для этого достаточно унаследоваться от класса Dataset и реализовать два метода:

get возвращает один экземпляр данных для обучения,
size возвращает, сколько всего у нас таких данных существует.

class FaceDataset : public torch::data::datasets::Dataset<FaceDataset> {
  using Example = torch::data::Example<>;
 
 public:
 
  Example get(size_t index) override;
 
  torch::optional<size_t> size() const override;
};

Интерфейс для работы с тренировочными данными

Мы уже знаем, как загрузить изображение с помощью библиотеки Dlib и функции load_image. Дальше нам необходимо преобразовать загруженную матрицу в тензор — тип данных в библиотеке PyTorch. Для создания тензора из матрицы Dlib используется функция from_blob, которая принимает на вход адрес в памяти, размер тензора и тип внутренних данных.

std::vector<Tensor> face_tensors;
...
image_t img;
dlib::load_image(img, path);
auto face_rects = face_detector(img);
...
matrix_t face_mat = crop_scale_cast_face(img, face_rects[i]);
 
auto face_tensor = from_blob(&face_mat(0, 0),              
                             {1, face_mat.nr(), face_mat.nc()}, 
                             torch::kFloat);               
 
face_tensors.push_back(face_tensor.clone())

В приведенном примере используется функция crop_scale_cast_face. Она реализует ранее описанную нами функциональность для вырезания региона с лицом и его преобразование в нужный для обучения сети формат.

Чтобы выделить память под наш тензор и скопировать данные, мы вызываем метод clone у объекта face_tensor с типом torch::Tensor.

Затем нужно реализовать проход по директории с фотографиями, их загрузку и преобразование в тензоры. А потом — доступ по индексу к каждому тензору, который представляет лицо в методе get. Следуя API Pytorch в реализации метода get нам нужно вернуть вернуть объект обучаемых данных класса Dataset::Example, так как наше класс унаследован от Dataset то в коде представленном ниже это FaceDataset::Example.

FaceDataset::Example FaceDataset::get(size_t index) {
  size_t positive_index;                    	
  size_t negative_index;                    	
  ...       	
  // объединение трех тензоров изображений в один тензор
  return {cat({
          	face_tensors[index],
          	face_tensors[positive_index],
          	face_tensors[negative_index]}),
          tensor({1.f, 1.f, 0.f},           	
               	torch::kFloat)
     	};
}

Чтобы использовать Triplet Loss в нашей функции обучения, необходимо объединить три изображения лиц в один тензор. Обычно объект Dataset::Example представляет собой пару тензоров — обучающие данные и их метки. Однако для Triplet Loss нам нужно объединить три тензора лиц. Используя функцию cat, мы объединяем их последовательно, добавляя одно дополнительное измерение к тензору. Также в качестве меток передаем тензор 1, 1, 0. Инициализация всех объектов довольно проста и напоминает использование функциональности в Python. Затем мы создаем объект типа FaceDataset, в конструктор которого передаем путь к директории с изображениями датасета.

std::string path;
...
// батчи будут организованы в vector<Tensor>
auto dataset = FaceDataset(path);
...
// батчи будут организованы в один Tensor
auto dataset = FaceDataset(path).map(data::transforms::Stack<>());

Здесь обратим внимание, как мы используем библиотеку PyTorch для реализации эффективного обучения нейронных сетей. Мы будем работать не с одним экземпляром обучаемых данных, а с набором (batch) — например, из 8, 32, 16 экземпляров. Это необходимо для эффективной утилизации вычислительных ресурсов и эффективной передачи данных из «оперативки» в память видеокарты. Поэтому PyTorch предоставляет для объектов типа Dataset метод map, который описывает, каким образом можно конкатенировать (объединять) экземпляры обучаемых данных.

В данном случае в методе map используется объект типа Stack — он обозначает, что батч наших данных будет объединен в один объект типа torch::Tensor. Если это не сделать, он будет представлен стандартным вектором в C++. Это не очень удобно, потому что потом придется вручную создавать тензор.

Объекты типа Dataset используются совместно с объектами типа DataLoader. DataLoader реализует определенную стратегию работы с наборами данных для обучения.

Каким образом создается объект DataLoder? В данном случае используем функцию make_data_loader, специализированную типом RandomSampler. Это значит, что данные из датасета будут выбираться случайным образом, с помощью равномерного распределения. Это важно для нормального обучения нейронных сетей и других алгоритмов машинного обучения.

auto train_loader = data::make_data_loader<data::samplers::RandomSampler>(
                               	std::move(face_dataset),
                               	data::DataLoaderOptions()
                               	   	.batch_size(batch_size)
                               	   	.workers(num_workers)
                	);

Дальше функция принимает на вход объект датасета и дополнительные опции для работы с ним. Этими опциями выступают batch_size и workers. Workers — это количество потоков, которые будут использованы для формирования батчей тренировочных данных. Это важно, потому что датасеты — это обычно очень большие наборы данных, для их эффективной обработки используют много вычислительных ресурсов. Даже если датасет помещается в оперативную память, использование нескольких потоков workers позволяет распараллелить их предобработку. Такая предобработка включает в себя масштабирование, нормализацию, приведение к формату данных и так далее.

После того как мы создали датасет и завернули его в DataLoader, его использование становится тривиальным:

С помощью обычного range-based for цикла проходимся по батчам.
На каждой итерации цикла получаем ссылку на конкретный батч.
С помощью полей батча получаем значения data и target.

data — это наши тренировочные данные, один экземпляр которых представлен одним вектором. Но там может быть несколько векторов наших тренировочных данных, каждый вектор — это тройка объединенных изображений. Количество векторов мы описывали с помощью batch_size. A target — это тензоры с нашей разметкой, их количество тоже равно batch_size.

for (auto& batch : *train_loader) {
  	auto merged_img = batch.data.to(device);
  	auto targets = batch.target.to(device);
 
  	// Разделяем изображение на 3 части
  	auto anchor_img = merged_img.narrow(1, 0, 1);
  	auto positive_img = merged_img.narrow(1, 1, 1);
  	auto negative_img = merged_img.narrow(1, 2, 1);
  	...
}

Если вспомним, когда мы реализовывали функцию get, мы объединили наши три фотографии в один тензор. Далее нам их нужно развернуть. Для этого понадобится функция narrow: мы используем индекс в первой размерности, для получения среза тензора, представляющего нужное изображение. Функциональность полностью совпадает с интерфейсом на Python.

Архитектура нейронной сети

После того, как мы научили программу работать с данными, загружать их, предоставлять в формате, необходимом для тренировки, мы можем описать архитектуру нейронной сети для решения задачи. Для примера реализуем достаточно простой подход: три сверточных слоя, за которыми следует три линейных полносвязных слоя.

Схема архитектуры сети. Число 128 в конце означает, что сеть будет выдавать одномерный вектор размерностью 128, который и будет характеризовать изображение.

Схема архитектуры сети. Число 128 в конце означает, что сеть будет выдавать одномерный вектор размерностью 128, который и будет характеризовать изображениеЧтобы реализовать какой-то элемент нейронной сети или другого алгоритма машинного обучения в фреймворке библиотеки PyTorch, необходимо унаследоваться от класса Module — точно так же, как в Python.

class FaceEmbeddingNetworkImpl : public torch::nn::Module {
 public:
  FaceEmbeddingNetworkImpl();
  torch::Tensor forward(torch::Tensor x);
 
 private:
  torch::nn::Sequential cnn_;
  torch::nn::Sequential fc_;
};
 
TORCH_MODULE(FaceEmbeddingNetwork);

Здесь важно использовать макрос TORCH_MODULE — он зарегистрирует этот модуль в системе автоградиента библиотеки PyTorch — и реализовать метод, который будет осуществлять прямой проход по нейронной сети или другому алгоритму. Кстати, forward в данном случае — это просто соглашение, а не виртуальная функция. Вместо него может быть любое другое название.

Сверточные и полносвязные слои

Мы разделим нейронную сеть на сверточные и полносвязные (линейные) слои и объединим их в контейнер Sequential. Sequential реализует набор методов, похожий на вектор C++, у него есть векторы push_back, которые последовательно заполняются слоями.

cnn_ = Sequential();
 
cnn_->push_back(Conv2d(Conv2dOptions(1, 96, 11).stride(4)));
cnn_->push_back(Functional(torch::relu));
cnn_->push_back(MaxPool2d(MaxPool2dOptions(3).stride(2)));
 
cnn_->push_back(Conv2d(Conv2dOptions(96, 256, 5).stride(1)));
cnn_->push_back(Functional(torch::relu));
cnn_->push_back(MaxPool2d(MaxPool2dOptions(2).stride(2)));
 
cnn_->push_back(Conv2d(Conv2dOptions(256, 384, 3).stride(1)));
cnn_->push_back(Functional(torch::relu));
 
register_module("cnn", cnn_);

Сверточные слои

Мы добавляем в контейнер объект типа Conv2d для двумерной свертки, за которым следует объект, реализующий функцию активации ReLU, а затем операции пулинга. Этот процесс повторяется три раза, создавая слои с различными параметрами: размеры каналов и ядер свертки, операции пулинга, размер страйда. Мы используем контейнер Sequential для эффективного фьюзинга слоев в библиотеке PyTorch

Регистрация Sequential-контейнера с использованием метода register_module важна для автоградиентов.

fc_ = Sequential();
	
fc_->push_back(Linear(LinearOptions(384, 1024)));
fc_->push_back(Functional(torch::relu)); 
  
fc_->push_back(Linear(LinearOptions(1024, 256)));
fc_->push_back(Functional(torch::relu));
 
fc_->push_back(Linear(LinearOptions(256, EMBEDDIGS_SIZE)));
  
register_module("fc", fc_);

Полносвязные слои

Аналогично для линейных полносвязных слоев, мы также помещаем их в Sequential-контейнер с помощью методов pushback.

Хотя все это можно было сделать в одном контейнере Sequential, мы их разделили для наглядности. Создав слои, из которых состоит нейронная сеть, мы можем реализовать метод forward.

Tensor FaceEmbeddingNetworkImpl::forward(Tensor x) {
  x = cnn_->forward(x);
  x = x.view({x.size(0), -1}); // Разворачиваем 3D тензор в 1D
  x = fc_->forward(x);
  return x;
}

В этом методе реализован прямой проход сети: мы программируем то, как входные данные проходят через слои в нужном нам порядке. Переход от сверточных слоев к полносвязным требует развертывания 3D-тензора в одномерный. Это достигается операцией view без дополнительного выделения памяти или копирования данных.

И этот метод возвращает уже преобразованные данные, в нашем случае — вектор, который характеризует входное изображение.

Создание конвейера для обучения нейронной сети

Описав структуру нейронной сети, мы можем создать конвейер для ее обучения. Для этого сначала надо создать объект модели:

FaceEmbeddingNetwork model_;

Так как класс модели унаследован от класса Module, у нас уже есть методы для переключения в различные режимы. Переключаем модель в режим тренировки с помощью метода train. Далее создаем объект оптимизатора для нейронной сети, в данном случае Adam. Обратите внимание: конструктор Adam принимает на вход model все параметры (веса) нашей сети

model_->train();
 
optim::Adam optimizer(model_->parameters());
 
nn::TripletMarginLoss triplet_loss(
                      	nn::TripletMarginLossOptions().margin(3.f));
 
for (size_t epoch = 0; epoch < num_epochs; ++epoch) {
  for (auto& batch : *train_loader) {
 
	// Подготовка батча данных
	
	// Вызов функций прямого распространения
 
	// Вычисление значения функции потерь 
 
	// Вызов функций обратного распространения ошибки
 
	// Обновление значений параметров
  }
}
save(model_, "weights.dat");

Теперь описываем нашу целевую функцию (функцию потерь) triplet_loss. Обычно целевые функции принимают дополнительные параметры, которые разработчик подбирает вручную или с использования автоматических техник.

Тренировка состоит из двух циклов: первый проходит по эпохам, второй, «вложенный», — по батчам. Прохождение одной эпохи означает прохождение по всему датасету. Что включает в себя цикл:

Подготовку батча: разбиение изображения на три части.
Пропуск изображений через нейронную сеть для получения трех характеристических векторов.
Передачу векторов в функцию triplet_loss для вычисления значения функции потерь.
Использование значения функции потерь и механизма автоградиента для вычисления всех градиентов.
Обновление параметров сети с использованием оптимизатора.

После такой тренировки с помощью функции save, которая принимает имя файла и объект нейронной сети, мы можем сохранить снимок (snapshot) модели в файл.

Чтобы пропустить эти изображения через нейронную сеть, мы вызываем метод forward, в который передаем объект тензора изображения. Делаем это для якорного, позитивного и негативного примеров, получаем три характеристических вектора и подаем их в метод forward функции потерь.

auto anchor = model_->forward(anchor_img);
auto positive = model_->forward(positive_img
auto negative = model_->forward(negative_img);
 
auto loss_value = triplet_loss->forward(anchor, positive, negative);

После этого достаточно вызвать метод backward, который автоматически вычислит значение всех производных — результаты пригодятся для обновления параметров сети в методе step объекта optimizer. Также важно не забывать использовать метод zero_grad, чтобы очистить значения производных от предыдущих значений.

optimizer.zero_grad(); // Обнуление значений градиентов
loss_value.backward(); // Обратное распространение ошибки
optimizer.step();  	// Обновление параметров

Пример использования нейронной сети

Представим, что у нас есть метод get_embeddings, который принимает на вход изображение и выдает его характеристический вектор (embedding). По сути он подает его на вход нашей нейронной сети и получает как результат 128-размерный вектор.

image_t target_face_img;
...
auto target_embeddings = get_embeddings(target_face_img);
...
image_t img;
...
auto face_rects = face_detector(img);
for (auto& face_rect : face_rects) {
  auto face_mat = crop_scale_cast_face(img, face_rect);
  auto face_embeddings = get_embeddings(face_mat);
  auto distance = length(target_embeddings - face_embeddings);
  if (distance < search_threshold) {
	// целевое лицо найдено 
  }
}

Как использовать эту функцию:

При работе с объектом face_detector на целевом изображении с несколькими людьми мы получаем положение лиц в виде прямоугольников.
Затем в цикле масштабируем их, приводим к нужному формату.
Для каждого лица используем функцию get_embeddings, чтобы получить характеристический вектор.
Вычисляем разницу между этими векторами и характеристическим вектором лица и находим норму этого вектора с помощью функции length из библиотеки Dlib, что, по сути, является евклидовым расстоянием между векторами.
Сравниваем это значение с пороговым значением search_treshhold.

Если значение расстояния меньше порогового значения, мы считаем, что лица похожи.

При использовании моделей важно учитывать их состояния. Например, модель может находиться в состоянии тренировки (train), когда мы обучаем ее, или в состоянии вывода (inference или evaluation), которое мы получаем с помощью вызова метода eval.

Когда мы переводим модель в состояние eval, необходимо также указать PyTorch, что мы не хотим использовать автоградиент. Для этого создается объект типа NoGradGard, который действует в рамках текущего скоупа на C++. Это важно для оптимизации производительности, так как система автоградиента требовательна к ресурсам — как вычислительным, так и памяти.

Функция get_embeddings принимает на вход матрицу изображения из библиотеки Dlib. Эта матрица представляет собой результат загрузки изображения и преобразования его в матрицу с типом float для дальнейшей обработки.

embeddigs_t get_embeddings(matrix_t& face_img) {
  model_->eval();
  torch::NoGradGuard no_grad;
 
  auto face_tensor = matrix_to_tensor(face_img);
  face_tensor = face_tensor.to(kGPU);
 
  auto output = model_->forward(face_tensor);
  output = output.to(kCPU);
  const auto* data_ptr = output.const_data_ptr<float>();
 
  return dlib::mat(data_ptr, EMBEDDIGS_SIZE, 1);
}

Дальше мы преобразуем объект матрицы в формате PyTorch с помощью метода matrix_to_float, используя тот же подход, что и при создании класса FaceDataset. Затем перемещаем тензор в графический процессор (GPU) с помощью функции to, указывая тип устройства, куда нужно перенести данные. После этого передаем загруженный вектор в метод forward и получаем характеристический вектор. Мы можем перенести этот вектор на устройство CPU с помощью функции to, вернув его обратно в оперативную память. Наконец, мы преобразуем тензор библиотеки PyTorch обратно в тип данных матрицы Dlib, используя функцию mat, которая принимает указатель на память и размерность вектора.

Результаты обучения нейронной сети

Мы сравнивали лицо Арнольда Шварценеггера с лицами людей на фото. На картинке видно, что значение расстояния на мужских лицах находятся в одном диапазоне, а на женских и детских — в другом. Это значит, что нейросеть не научилась определять целевое лицо, но смогла отличить мужчин от женщин и детей.

Результаты обучения нейронной сети с помощью подхода, который я описал

Большую задачу, которую мы ставили в начале статьи — научить нейросеть искать лицо Арнольда на фото, мы не решили. Это связано с тем, что мы использовали маленький датасет, у нас была небольшая и простая по архитектуре нейросеть, мы не использовали специальные твики для обучения.

Мы рассмотрели общий подход к использованию библиотеки PyTorch, в частности С++ API, реализованный в LibTorch. Мы создали нейронную сеть и настроили конвейер обучения. Этот подход можно применять не только для простых моделей, но и для более сложных и масштабных решений.

В следующем блоке расскажу, как решить такую же задачу и получить более выразительный результат — нам понадобятся предтренированные сети.

Та же задача, но другое решение: используем предтренированную нейронную сеть

Описание сети

Чтобы решить задачу поиска лиц, мы можем использовать нейросети, ранее обученные другими компаниями или инженерами. Мы воспользуемся сетью Inception Resnet (V1) — это большая сеть, натренированная на большем объеме данных, который называется VGGFace2.

У нее другая архитектура, она намного сложнее ранее использованной сети. Убедитесь сами:

На этой схеме представлена самая верхняя структура этой сети. Каждый такой блок — еще одна нейронная сеть, они связаны друг с другом последовательно.

Здесь мы видим схему реализации блока верхнего уровня Stem. Он состоит из набора сверток и пулинга, связанных последовательно.

Это схемы блоков верхнего уровня Inception. Они представлены уже более сложной структурой с параллельным (skip-connection) прохождением данных в сети.

Это схемы Reduction блоков верхнего уровня. Они также представлены сложной структурой с разными путями прохождения данных.

Как использовать предтренированную сеть

Для использования этой нейронной сети сначала нам необходимо обратиться к Python. Мы экспортируем сеть в формат, доступный для использования в C++. Для этого можем создать объект типа InceptionResnetV1 в Python, передавая в конструктор дополнительные параметры, такие как имя датасета, на котором сеть была обучена. Библиотека предоставляет различные варианты инициализации сети в зависимости от использованного датасета. Мы также вызываем метод eval, чтобы переключить сеть в режим вывода, а затем создаем произвольный тензор, который будет использоваться как пример входных данных, как мы видели ранее в C++.

import torch
from facenet_pytorch import InceptionResnetV1
 
resnet = InceptionResnetV1(pretrained='vggface2').eval()
 
# Пример входных данных для трассировки
example = torch.rand(1, 3, 100, 100)
 
traced_script_module = torch.jit.trace(resnet, example)
 
traced_script_module.save("face_net.pt")

Тут важно только сохранить размерность. В коде мы видим 1, 3, 100, 100 — это значит, что создаются три канала размером 100х100 пикселей. Для экспорта воспользуемся трейсингом для нейронных сетей. Это механизм, который реализован в PyTorch. Передав на вход сети этот пример входных данных, механизм трейсинга последовательно сохранит все вызванные операции, которые происходили в нейронной сети: свертки, функции активации и так далее. Результат трейса можно сохранить в файл, который можно будет загрузить как в C++, так и в Python.

Загрузка в C++ делается достаточно просто. Функция load, которую предоставляет нам заголовочный файл script.h, будет находиться в пространстве имен torch::jit::script. Как результат мы получим объект типа jit::script::Module, который похож по функциональности на модули из PyTorch. Знакомым способом мы можем его перевести на GPU с помощью функции to.

#include <torch/script.h>
...
using namespace torch::jit::script;
...
Module script_model_ = load(model_path_str);
script_model_.to(kGPU);

Как его дальше использовать? Загрузив этот модуль, нам необходимо подать ему на вход наше изображение, чтобы получить характеристический вектор для сравнения. Рассмотрим реализацию функции get_embeddigs с использованием загруженного модуля сети.

embeddigs_t get_embeddings(matrix_t& face_img) {
  auto sch_face_tensor = matrix_to_tensor(face_img);
  auto face_tensor =
   	torch::cat({sch_face_tensor,
               	sch_face_tensor,
               	sch_face_tensor},
              	0);
  face_tensor.unsqueeze_(0);
  face_tensor = face_tensor.to(device);
  std::vector<torch::jit::IValue> inputs = {face_tensor};
  auto output = script_model_.forward(inputs).toTensor();
  ...
}

Функцию matrix_to_tensor мы разбирали, она преобразует матрицу Dlib в тензор библиотеки PyTorch. Далее воспользуемся функцией конкатенации, чтобы повторить тензор три раза.

Загруженная сеть обучалась на цветных изображениях. При анализе примера для трассировки мы создавали случайный тензор с тремя каналами — формат RGB. Поэтому, объединив три серых канала, мы превращаем их в с-формат. Для реального проекта нам следует переписать функциональность загрузки и предобработки изображений для использования RGB.

С помощью функции unsqueeze мы добавляем дополнительную размерность для батча. Эта сеть предназначена для работы не только с одной картинкой, но и с батчем изображений. Расчет характеристических векторов нескольких изображений одновременно повышает эффективность использования ресурсов.

После получения RGB-тензора face_tensor мы преобразуем его в значение torch::jit::IValue. Это соглашение фреймворка для трассировки в PyTorch. Передача этого значения в метод forward загруженного модуля — стандартный подход. Метод вернет объект типа torch::jit::IValue, который при необходимости можно преобразовать в тензор PyTorch и другие типы данных.

Результаты использования предтренированной сети

Применив уже тренированную глубокую нейронную сеть, мы увидим другие результаты. На этой фотографии мы видим, что сравнив Арнольда с Арнольдом, мы получаем значение порядка 0,6, для других двух лиц это значение уже больше единицы.

Результаты обучения предтренированной сети: значение для лица Аронольда — 0,6

На следующей фотографии мы видим, что при сравнении характеристических векторов для людей, не похожих на Арнольда, мы получаем значение порядка единицы или выше. Вот этот подход уже можно использовать для сравнения лиц. Задав порог в 0,7, сеть может отличить Арнольда от лиц других людей.

Результаты сравнения целевого лица с остальными показали, что сеть сможет отличить Арнольда от других людей, если задать порог в 0,7

Писать или не писать нейронную сеть на С++

Мое мнение — конечно, писать. В первую очередь я думаю о командах, которые хотят решать задачи, связанные с машинным обучением, но не имеют в штате Python-разработчика. Для них есть альтернатива. Еще мой способ может быть полезным для тех, кто уже написал код работы с данными на С++ и хочет использовать его в реализации или обучении нейросети — таким инженерам не придется переписывать код на Python или писать обертки.

Неважно, на каком языке решается задача — она в любом случае довольно сложная. Инженеры до сих пор проводят исследования и ищут лучшее решение для тренировки нейронных сетей и решения задач по поиску лиц. Кто знает — возможно, это будет С++.

Полезные материалы:
Код примера
Dataset
PyTorch FaceNet
Hands-On Machine Learning with C++
Еще примеры ML на C++

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19 мар. 2024 г.

09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:37 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:40 pHqghUme

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09.10.25 08:41 pHqghUme

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09.10.25 08:41 pHqghUme

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09.10.25 08:42 pHqghUme

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09.10.25 08:42 pHqghUme

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09.10.25 08:42 pHqghUme

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17.10.25 20:22 richardcharles

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17.10.25 20:23 stevekalfman

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17.10.25 21:42 marcushenderson624

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17.10.25 21:42 marcushenderson624

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17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

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21.10.25 11:45 harristhomas7376

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22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

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22.10.25 11:59 elizabethrush89

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22.10.25 11:59 elizabethrush89

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22.10.25 16:31 MATT PHILLIP

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23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

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25.10.25 05:05 victoriabenny463

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25.10.25 10:13 wendytaylor015

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25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
31.10.25 13:25 Lillian Lizzy

THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.
01.11.25 03:27 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
01.11.25 03:27 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
01.11.25 15:47 kattygates

Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].
01.11.25 15:49 kattygates

I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.
02.11.25 10:55 Christopherbelle

I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
02.11.25 10:56 Christopherbelle

I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
02.11.25 15:23 michaeldavenport238

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
02.11.25 15:23 michaeldavenport238

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
04.11.25 04:59 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701
04.11.25 09:30 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
04.11.25 09:30 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
05.11.25 02:43 jordan_11

I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.
05.11.25 02:44 jordan_11

Crypto Recovery Services _Hire Treqora Intel
05.11.25 02:48 jordan_11

Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 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 rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.
05.11.25 16:20 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
05.11.25 16:21 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
07.11.25 02:26 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
07.11.25 09:33 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
07.11.25 16:05 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
07.11.25 23:15 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
07.11.25 23:30 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
07.11.25 23:30 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
07.11.25 23:32 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701
07.11.25 23:34 Christopherbelle

How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701