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Как обучить модель для upscale на ноутбуке с 4 ГБ и не умереть

Зачем нам свой улучшатор?

Мы живем в эпоху доступности генеративных нейросетей, однако большинство качественных инструментов улучшения качества фото и видео остаются либо платными SaaS-сервисами, либо сложными академическими проектами. Когда речь заходит об обработке больших объемов личных данных - будь то оцифровка семейных видеокассет или архива институтских пленок - возникает закономерный вопрос доверия и стоимости.

Мы поставили перед собой цель: автоматизировать процесс реставрации старых материалов, сохранив их аутентичность. Готовые решения зачастую применяют избыточную резкость или некорректно обрабатывают специфические дефекты пленки (например, царапины или цветовой сдвиг). Кроме того, изучение механики обучения и инференса подобных моделей требует полного доступа к весам и архитектуре, чего закрытые API предоставить не могут.

Формальная постановка задачи

В рамках данной статьи поставим задачу supervised image-to-image translation (обучение с учителем для преобразования изображения в изображение) для восстановления ретрофотографий и изображений очень низкого качества.

Формально задача выглядит так:

Вход: изображение низкого разрешения X_LR∈R^H×W×3 с наложенным синтетическим шумом (гауссов шум, «соль и перец», квантование цвета и др.), имитирующим дефекты старой плёнки или цифрового сенсора.

Выход: изображение высокого разрешения Y_HR∈R^2H×2W×3, максимально близкое к эталону.

Функция потерь: комбинированная - L1 (MAE) для попиксельной точности + perceptual loss (на признаках предобученной VGG) для сохранения визуального качества.

Критерий качества: PSNR (пиковое отношение сигнала к шуму) и SSIM (индекс структурного сходства) на отложенной валидационной выборке.

В этом материале мы подробно разберем путь создания локального сервераулучшатора. Это история о том, как превратить теоретическое желание разобраться в устройстве GAN-сетей и диффузионных моделей в работающий прототип. Мы пройдем по всем граблям: от подбора комплектующих и настройки драйверов до схваток с ошибкой CUDA out of memory и поиска оптимальной конфигурации тайлов для обработки 4K-видео на одной видеокарте.

Железо

Для нашего пути у нас имеется ноутбук MSI Katana GF66 11UD, его характеристики по официальной спецификации.

Параметр	Значение	Комментарий для ML-задач
Видеокарта	NVIDIA GeForce RTX 3050 Ti Laptop GPU (4 ГБ GDDR6)	Главный ограничивающий фактор. Памяти критически мало для обучения на большом объеме. Обучение будет длиться дольше, чем на более мощных видеокартах.
Графический чип	GA106 / Ampere	Архитектура современная, поддерживает Tensor Cores для FP16/BF16, что спасает от OOM ценой небольшой потери точности.
Потребляемая мощность GPU (TGP)	60 Вт (Base), до 75 Вт с учетом Dynamic Boost 2.0	Ограниченный тепловой пакет. В закрытом корпусе под длительной нагрузкой карта быстро упрется в лимит мощности и сбросит частоты.
Процессор	Intel Core i7- 11800H (8 ядер / 16 потоков)	Отличный CPU для декодирования видео FFmpeg и препроцессинга кадров. Не станет бутылочным горлышком.
Оперативная память	32 ГБ DDR43200 (заняты оба слота)	Идеальный объем для локального инференса. Позволяет кэшировать батчи кадров перед подачей на GPU.

Но железо - железом, а дьявол кроется в деталях, и это софт. С ним пришлось разобраться подробнее, так как на софт, а соответственно и на эффективность обучения, повлияло то, что на нашем ноутбуке установлена операционная система Windows и нам очень повезло, что видеокарта - от NVIDIA.

Для видеокарт AMD имеется свой аналог CUDA под названием ROCM, но установка софта и библиотек схожа.

Установка необходимого софта и настройка проекта

На Windows «из коробки» ничего работать не будет. Нам нужно подружить Python, драйверы видеокарты и системные библиотеки Microsoft.

1. Драйвер NVIDIA

Установите свежий Game Ready или Studio драйвер с официального сайта NVIDIA. Почему это важно первым шагом: драйвер даёт системе доступ к GPU и базовые библиотеки CUDA Runtime. Если ставить CUDA Toolkit до драйвера или на старую версию драйвера, возможны ошибки инициализации контекста CUDA, особенно при запуске PyTorch.

Важно: начиная с CUDA 13.0 драйвер больше не входит в установщик CUDA Toolkit на Windows. Его нужно ставить отдельно с сайта NVIDIA до установки Toolkit.

2. Выбор версии CUDA Toolkit

Где брать

Скачивайте CUDA Toolkit с официального сайта NVIDIA. Важно не использовать сторонние зеркала: они могут содержать устаревшие или модифицированные билды, которые ломают совместимость с cuDNN и PyTorch.

Как выбрать версию CUDA

Для нейросетей на Windows ориентируются не на «самую новую», а на версию, под которую собраны готовые бинарные сборки PyTorch. Чтобы определить подходящую версию для вашей видеокарты:

1. Проверьте архитектуру GPU. Узнайте Compute Capability вашей карты на официальной таблице NVIDIA. RTX 3050 Ti (Ampere) имеет Compute Capability 8.6.

2. Сверьтесь с матрицей совместимости PyTorch. На странице установки PyTorch выберите вашу ОС, пакетный менеджер и версию CUDA - сайт покажет, какие сборки доступны.

3. Выбирайте максимальную версию CUDA, для которой есть готовые wheelпакеты PyTorch. На момент написания это CUDA 13.0.

Если вы поставите CUDA 12.x или 11.x, вам придётся либо:

собирать PyTorch из исходников (что на Windows - отдельная боль с зависимостями и компилятором),

или использовать старые версии PyTorch, где нет поддержки новых функций и оптимизаций.

Почему именно CUDA 13.0:

Официальная поддержка PyTorch. В репозитории download.pytorch.org есть готовые CUDA-билды именно под эту версию. Это избавляет от необходимости компилировать PyTorch вручную.

Совместимость с RTX 3050 Ti. Архитектура Ampere (RTX 30xx) полностью поддерживается в CUDA 13, включая актуальные оптимизации для матричных операций (Tensor Cores).

Баланс стабильности и новых возможностей. CUDA 13 содержит улучшения для асинхронных операций, управления памятью и профилирования - это полезно при обучении.

Поддержка cuDNN. Версии cuDNN, идущие в комплекте с CUDA 13 или доступные отдельно, совместимы с текущими версиями PyTorch и TorchVision.

Нюанс: не обязательно ставить все компоненты CUDA. Для запуска PyTorch достаточно базовых библиотек. Если вы не планируете писать и компилировать свои CUDA-ядра, можно снять галочки с «CUDA Samples», «CUDA Documentation» и «Visual Studio Integration» — это сэкономит место и ускорит установку.

Пошаговый процесс установки CUDA Toolkit на Windows

1. Запустите установщик и выберите режим «Custom» (не «Express»), чтобы контролировать, что именно ставится.

2. В списке компонентов оставьте включёнными:

CUDA Runtime (обязательно);

Developer Tools (если планируете писать CUDA-ядра); cuDNN (если он идёт в составе установщика - иначе скачайте отдельно).

Примечание: начиная с CUDA 13.0 пункт «Driver Components» в установщике отсутствует - драйвер ставится отдельно (см. шаг 1).

3. Путь установки лучше оставить по умолчанию (C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.0). Изменение пути усложняет настройку переменных окружения и поиск библиотек.

4. После установки проверьте, что переменные окружения настроены:

Если nvcc не найден, добавьте в переменные окружения PATH:

C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.0\bin

C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v13.0\libnvvp (опционально, для профилировщика).

Важно:

Не ставите несколько версий CUDA параллельно без чёткого понимания, как управлять переменными окружения. Конфликты путей - одна из частых причин ошибок «CUDA not found» или «Mismatch between runtime and driver».

Скачивайте CUDA Toolkit с официального сайта NVIDIA. Важно не использовать сторонние зеркала: они могут содержать устаревшие или модифицированные билды, которые ломают совместимость с cuDNN и PyTorch.

Не смешивайте CUDA Toolkit, cuDNN и версии PyTorch «на глаз». Всегда сверяйтесь с официальной матрицей совместимости на сайте PyTorch. Именно поэтому мы фиксируем CUDA 13.0, чтобы гарантировать, что будут скачаны именно те wheel-пакеты, которые протестированы вместе.

3. Microsoft Visual C++ Redistributable

Самая частая причина ошибок вида ImportError: DLL load failed - отсутствие актуальных библиотек VC++.

Скачайте и установите актуальную версию x64 с официального сайта Microsoft. Без этого OpenCV, Torch и многие другие пакеты просто откажутся запускаться: им нужны системные DLL от Microsoft CRT.

Развёртывание окружения через uv

Классический pip install -r requirements.txt на Windows превращается в пытку из-за долгого поиска совместимых wheel-файлов и частых ошибок компиляции зависимостей. Мы используем uv - менеджер пакетов на Rust: он работает в разы быстрее и гарантирует детерминизм версий.

Наш файл конфигурации (pyproject.toml) решает две критические задачи пайплайна:

1. Блокировка NumPy (<2.0). Библиотеки вроде scikit-image и старые сборки opencvpython ещё не адаптировались под ломающие изменения NumPy 2.0. В pyproject.toml это фиксируется как зависимость numpy<2.0.

2. Кастомный индекс PyTorch. Официальный репозиторий PyPI содержит CPU-only билды. Чтобы получить поддержку RTX 3050 Ti, мы принудительно указываем сервер PyTorch с поддержкой CUDA 13.0:

Установка uv и синхронизация проекта

Если uv ещё не установлен:

Затем синхронизируем проект:

Эта команда:

создаст изолированную виртуальную среду .venv;

скачает правильные бинарные сборки PyTorch именно под вашу ОС и CUDA 13.0; ускорит процесс благодаря агрессивному кэшированию бинарников; зафиксирует версии зависимостей, чтобы окружение было воспроизводимым.

Подготовка датасета: пары LR/HR и аугментация шумаСтруктура данных и разделение на train / valid / test

Датасет построен на классе SRDataset (app/models/dataset.py) - кастомной реализации torch.utils.data.Dataset. На вход подаются два каталога:

lr_dir - изображения низкого разрешения (low-res, LR); hr_dir - эталонные изображения высокого разрешения (high-res, HR).

Класс загружает файлы из обоих каталогов, сортирует их и отдаёт пары (lr_image, hr_image) по индексу. Параметр cnt_im_start ограничивает число загружаемых изображений (берутся первые cnt_im_start файлов), а необязательный cnt_im_end позволяет дополнительно взять последние cnt_im_end файлов — это удобно для совмещения обучающей и валидационной частей в одном датасете.

Разделение данных в проекте устроено следующим образом:

Набор	Каталоги	Объём	Назначение
Train (обучающий)	lr_dir / hr_dir	12 000 объектов	Основное обучение модели. Зашумление включено.
Valid (валидационный)	lv_dir / hv_dir	200 объектов	Оценка качества после каждой эпохи. Зашумление начинается с пустого списка и расширяется по мере роста качества модели.
Test (тестовый)	test_lr / test_hr	отдельный каталог	Финальная оценка на данных, не использованных ни в обучении, ни в валидации.

Общее количество собранных изображений в папке hr_dir - порядка 24 000. Параметры cnt_im_start и cnt_im_end мы добавили, чтобы регулировать объём данных из собранного материала.

class SRDataset(Dataset):
def __init__(self, lr_dir, hr_dir, cnt_im_start, cnt_im_end=None,
transform=None, noise_augmenter=None):
llr_dir = sorted(os.listdir(lr_dir))
lhr_dir = sorted(os.listdir(hr_dir))
if cnt_im_end is None:
self.lr_paths = llr_dir[:cnt_im_start]
self.hr_paths = lhr_dir[:cnt_im_start]
else:
self.lr_paths = llr_dir[:cnt_im_start] + llr_dir[-cnt_im_end:]
self.hr_paths = lhr_dir[:cnt_im_start] + lhr_dir[-cnt_im_end:]
self.transform = transform
self.noise_augmenter = noise_augmenter

Upscaler учится на синтетическом шуме

LR-изображения проходят через NoiseAugmenter (app/noise/_init_.py), который накладывает один или несколько типов шума:

1. Гауссов шум (Gaussian Noise): Это самый распространенный тип цифрового шума. Он равномерно распределяется по всему изображению и имитирует помехи сенсора камеры или ошибки квантования при сжатии JPEG с низким качеством.

Изображение до искажения

Изображение после искажения

Изображение до искажения

Изображение после искажения

2. Соль и перец (Salt & Pepper): Этот шум проявляется в виде случайных белых и черных пикселей. В контексте реставрации он идеально моделирует повреждения пленки: царапины, пыль, битые пиксели матрицы старой цифровой камеры.

Изображение до искажения

Изображение после искажения

Изображение до искажения

Изображение после искажения

3. Квантование цвета (Color Quantization): Эффект постеризации. Модель учится восстанавливать плавные градиенты там, где они были потеряны из-за низкого количества цветов. Этот шум особенно важен для восстановления неба и однотонных поверхностей.

Изображение до искажения

Изображение после искажения

Изображение до искажения

Изображение после искажения

4. Цветной соль и перец (Color Salt & Pepper): Отличие от обычного Salt & Pepper заключается в том, что белые точки заменяются не только черными, но и цветными артефактами. Это позволяет моделировать специфические дефекты сканирования пленок, когда свет проходит через пылинки или загрязнения эмульсии.

Изображение до искажения

Изображение после искажения

Изображение до искажения

Изображение после искажения

Объединив все вышеперечисленные шумы и искажения, получились следующие объекты для дальнейшего обучения:

Изображение до искажения

Изображение после искажения

Изображение до искажения

Изображение после искажения

Почему это важно: Стандартный датасет DIV2K обучает модель исправлять синтетический JPEG-артефакт. Наш кастомный датасет с этими шумами позволил нейросети научиться работать с реальными дефектами.

Все функции реализованы в app/noise/noises.py и работают с numpy.ndarray. Параметр prob управляет интенсивностью наложения шума: например, для salt_paper это плотность зашумления (доля пикселей, подверженных искажению), для gaus - размер ядра размытия, для pixelated - коэффициент масштабирования (значение 12 означает уменьшение в 12 раз с последующим увеличением обратно, что создаёт эффект пикселизации). По умолчанию мы выставили prob = 12.

Путь боли

Падения cuDNN при свертках высокого разрешения

Одна из самых коварных ошибок в глубоком обучении.

CUDNN_STATUS_EXECUTION_FAILED при вызове loss.backward() означает, что драйвер CUDA не смог корректно выполнить ядро свертки или другого математического оператора на видеокарте.

В отличие от ошибки нехватки памяти (out of memory), здесь видеопамять обычно свободна, но сам вычислительный блок (Streaming Multiprocessor) выдает ошибку выполнения ядра. Это происходит по нескольким причинам:

Недетерминированный выбор алгоритма: PyTorch использует флаг torch.backends.cudnn.benchmark = True, чтобы автоматически искать самый быстрый алгоритм свертки для ваших данных. Этот процесс недетерминирован и может выбрать нестабильный алгоритм для конкретной комбинации размера тензоров и архитектуры GPU.

Несоответствие версий драйвера и библиотеки cuDNN: Если версия драйвера NVIDIA не совпадает с версией cuDNN, которая была использована при сборке PyTorch, могут возникать аппаратные конфликты.

Перегрев Memory Junction: Часто забывают мониторить температуру именно чипов видеопамяти (Memory Junction). При нагреве до 95°C–100°C контроллер памяти начинает пропускать такты шины данных, что приводит к ошибке вычислений на уровне железа.

Численная нестабильность: Значение loss уходит в NaN или Inf, и попытка применить градиент к некорректному числу вызывает сбой ядра.

Аппаратная неисправность: Битый кэш L2/L3 на GPU или дефектные чипы памяти.

План лечения, который мы применили:

1. Отключаем бенчмаркинг и включаем детерминизм: Это самое первое действие. Оно лечит ~70% проблем, связанных с падениями по ошибкам cuDNN. По умолчанию PyTorch пытается найти самый быстрый способ посчитать свертку для вашего конкретного входного тензора. Флаг deterministic=True запрещает ему рисковать и заставляет использовать проверенные реализации, которые гарантированно работают стабильно.

2. Полностью очищаем кэш компиляции ядер PyTorch: Очищаем папку

~/.cache/torch/

3. Переустанавливаем драйверы: Делали переустановку утилиты CUDA Toolkit и стабильного драйвера Game Ready, а не Studio.

4. Мониторинг температуры: Ошибка часто возникает из-за перегрева чипов видеопамяти (Memory Junction), а не всего GPU. Мы для анализа температуры смотрели на показатели из диспетчера задач, но лучше бы использовали стороннюю утилиту для более точного анализа температур.

Важный нюанс: Температура Memory Junction критична! Даже если температура ядра GPU нормальная (~80°C), память может быть уже за 95°C. В этом случае сброс частот неизбежен, и ядро просто не успевает завершить работу.

Классика жанра (torch.AcceleratorError: CUDA error: out of memory) и Memory Leak в цикле обработки изображений

Одна из самых распространенных проблем в глубоком обучении. Она означает ровно то, что написано: видеопамять (VRAM) видеокарты полностью исчерпана.

В отличие от CUDNN_STATUS_EXECUTION_FAILED, здесь проблема всегда связана с нехваткой ресурсов. Но часто причина не так очевидна, как кажется на первый взгляд.

Итак, по какой причине эта память может расходоваться:

1. Параметры модели: Веса нейросети и их градиенты (parameters, gradients). Для больших моделей это десятки гигабайт.

2. Активационные признаки (Activations): Промежуточные результаты вычислений каждого слоя. Это самый «прожорливый» компонент. Чем больше разрешение входного изображения или размер батча, тем выше потребление памяти.

3. Состояние оптимизатора: Библиотека Adam хранит два дополнительных тензора для каждого параметра (v и m). SGD без момента потребляет ноль дополнительной памяти.

4. Фрагментация VRAM: Память может быть физически свободна, но драйвер не сможет выделить один непрерывный блок нужного размера из-за разбросанных мелких объектов.

5. Кэш PyTorch: Драйвер держит часть освобожденной памяти про запас. Вызов torch.cuda.empty_cache() помогает вернуть её системе, но не гарантирует немедленное освобождение.

Мы использовали следующие пути для решения:

1. Уменьшаем аппетит сети: Для уменьшения аппетитов нужно оптимально подобрать batch_size, в нашем случае мы выставляли batch_size = 6.

2. Чистим тензоры внутри DataLoader: Самая частая причина утечек — это то, что мы не контролируем жизненный цикл данных, поступающих из DataLoader. То есть при цикличном прогоне данных типа for lr_imgs, hr_imgs in DataLoader, PyTorch создает новые тензоры для каждого батча. Если просто проходить по ним без явного удаления ссылок (del), эти тензоры остаются висеть в Python-пространстве имён до следующего цикла сборки мусора. Для очистки мы использовали вызов в коде команды del lr_imgs, hr_imgs, loss, что заметно снизило потребление памяти.

Важно: одного del недостаточно для немедленного освобождения видеопамяти. Python-сборщик мусора не всегда запускается мгновенно. Мы рекомендуем дополнительно вызывать gc.collect() после del - это форсирует сборку мусора и освобождает ссылки на тензоры, после чего torch.cuda.empty_cache() сработает эффективнее.

3. Очистка кэша CUDA-драйвера: После каждой итерации выполняем torch.cuda.empty_cache(), чтобы очистить кэш CUDA и тем самым освободить место VRAM, однако стоит понимать, что:

Миф о волшебной палочке: Многие думают, что этот метод мгновенно освобождает VRAM. На самом деле он лишь просит драйвер вернуть неиспользуемые блоки памяти операционной системе. Он не очищает граф вычислений или временные тензоры.

Когда это работает: У нас GPU с ограниченным объемом видеопамяти (4 ГБ). Вызов .empty_cache() помогает бороться с фрагментацией памяти между эпохами. Особенно полезно перед вызовом функции для валидации расчетов, так как там имеется другая конфигурация батчей.

4. Смешанная точность (AMP) и градиенты: Мы использовали torch.amp.autocast('cuda') в связке с GradScaler('cuda') - это компоненты Automatic Mixed Precision (AMP). autocast выполняет прямой проход в fp16, а GradScaler динамически масштабирует градиенты при обратном проходе, чтобы избежать потери точности. Вместе они ускоряют вычисления на Tensor Cores и снижают потребление видеопамяти - это хороший ход для стабильности на архитектурах Ampere.

Общая структура обучения AI модели

Сердцем системы для обучения и валидации обученной модели служит файл training.py. Здесь собраны все инженерные решения, позволяющие запустить обучение на скромном железе.

Выбранный механизм глубокого обучения

В основе модели лежат Residual Blocks (остаточные блоки) - это ключевой механизм, который позволяет обучать глубокие сети и при этом не терять мелкие детали изображения. Для задачи реставрации ретрофотографий это критично: важно не «размыть» текстуры, царапины и тонкие линии, а аккуратно их восстановить.

Определение Residual Block - это базовый элемент глубоких нейросетей, который решает проблему затухающих градиентов за счёт skip-connections («коротких путей»). Вместо того чтобы каждый слой полностью перезаписывал признаки, сеть учится вносить «поправки» к исходному сигналу.

Почему мы выбрали этот метод:

Сохранение деталей. Skip-connection напрямую передаёт исходный сигнал дальше по сети. Даже если последовательные слои исказят данные, оригинал останется «в цепи» и поможет восстановить структуру.

Устойчивое обучение. Градиент (сигнал ошибки) беспрепятственно проходит к ранним слоям, устраняя проблему затухания. Это позволяет строить более глубокие архитектуры и лучше обобщать.

Аккуратные правки. Модель фокусируется на «поправках» (удаление шума, царапин, коррекция цвета), а не на повторном воссоздании всей сцены - это снижает риск искажения содержания фото.

Чтение и подготовка кастомного датасета

В разделе про подготовку данных и создание шумов мы сформировали до начала обучения апскейлера объекты для обучения, находящиеся в app/models/dataset.

Обучающий и валидационный наборы разделены по каталогам:

Обучение: lr_dir / hr_dir - SRDataset, количество объектов cnt_im_start=12000, зашумление включено (noise_augmenter с типами ['gaus', 'salt_paper', 'quantize', 'color_salt_paper']).

Валидация: lv_dir / hv_dir - SRDataset, количество объектов cnt_im_start=200, зашумление начинается с пустого списка и расширяется по мере роста качества модели.

Для полноценной оценки модели зарезервирован отдельный каталог (test_lr / test_hr), не используемый ни в обучении, ни в валидации.

Процесс обучения и валидацияОбщий цикл

Обучение управляется классом TrainModel (app/training.py ). Класс инкапсулирует модель, функцию потерь, оптимизатор и состояние тренировочного процесса: номер эпохи, лучший PSNR, версию модели, список активных шумов и текущие метрики.

Цикл устроен так: после каждой эпохи обучения автоматически вызывается валидация.

Если обучение прерывается вручную (Ctrl+C), отрабатывает блок except

KeyboardInterrupt - модель сохраняется и проходит финальную валидацию.

Mixed Precision: ускорение на GPU

Обучение идёт в смешанной точности (mixed precision) через torch.amp - это позволяет ускорить вычисления на видеокартах NVIDIA и снизить потребление видеопамяти. AMP состоит из двух компонентов: autocast (прямой проход в fp16) и GradScaler (масштабирование градиентов для обратного прохода). GradScaler динамически масштабирует градиенты, чтобы избежать потери точности при обратном проходе:

Валидация

Валидация проходит в режиме model.eval() - без обновления весов и без накопления градиентов (torch.no_grad()). Используется отдельный датасет из каталогов lv_dir / hv_dir с теми же трансформациями (нормализация в диапазон ([-1, 1])), но с размерностью batch_size=2 и без перемешивания.

В качестве оценки мы использовали следующие метрики:

PSNR (Peak Signal-to-Noise Ratio) - пиковое отношение сигнала к шуму. Измеряется в децибелах (дБ) и показывает, насколько восстановленное изображение близко к эталону.

Значение	Качество восстановления
< 10 дБ	Очень низкое качество. Изображение практически неузнаваемо.
~14–18 дБ	Низкое или среднее качество. Видны явные артефакты, но основные контуры различимы. Для задач реставрации старых фото с сильными дефектами это часто является целевым диапазоном, так как более высокие значения могут привести к «перерисовке» лица моделью.
20–30 дБ	Хорошее качество. Артефакты минимальны, изображение воспринимается как близкое к оригиналу. Это типичный диапазон для стандартных задач суперразрешения на синтетических данных.
> 30 дБ	Отличное качество. Практически полное совпадение с эталоном по яркости и контрасту. Однако для реальных фотографий такое значение может означать потерю фактуры кожи или перенасыщенность цвета.

SSIM (Structural Similarity Index Measure) - индекс структурного сходства. Метрика, оценивающая схожесть изображений не по попиксельной разности, а по трём компонентам: яркости, контрасту и структуре. Значение лежит в диапазоне от

(-1) до (1), где (1) означает полное совпадение. В отличие от PSNR, SSIM учитывает пространственные отношения между пикселями - то есть реагирует на размытие, сдвиги и структурные искажения, которые попиксельные метрики пропускают. Поэтому SSIM лучше коррелирует с тем, как человек воспринимает качество.

В коде проекта SSIM реализован через scikit-image:

Результаты и метрики

Обучение нашей модели было довольно долгим, и на каждую эпоху затрачивалось приблизительно 60 часов. Мы уверены, что если взять видеокарту помощнее и побольше оперативной памяти, то можно было бы увеличить параметр batch_size, тем самым не снижая количество объектов для обучения.

На своём ноутбуке мы использовали для обучения максимум 12 000 объектов с размерностью batch_size 6.

Результатом получилось следующее:

Эталон

Эпоха 1. PSNR: 14.3417 дБ

Эпоха 2. PSNR: 14.9004 дБ

Эпоха 3. PSNR: 16.2098 дБ

Эпоха 4. PSNR: 16.6049 дБ

Выводы и итог

В этой статье мы прошли полный путь: от выбора железа и настройки CUDA-окружения на Windows до построения кастомного датасета с синтетическим шумом, обучения модели на базе Residual Blocks и борьбы с ошибками нехватки видеопамяти на 4 ГБ VRAM.

Ключевые результаты:

Окружение: настроен воспроизводимый пайплайн на базе uv с зафиксированными версиями PyTorch (CUDA 13.0) и NumPy (<2.0), что исключает конфликты зависимостей.

Датасет: создан кастомный SRDataset с четырьмя типами синтетического шума, имитирующего реальные дефекты плёнки и старых цифровых сенсоров. Данные разделены на train (12 000), valid (200) и test-наборы.

Обучение: модель обучена в смешанной точности (AMP) с batch_size=6 на RTX 3050 Ti Laptop GPU. Одна эпоха занимала ~60 часов; за 4 эпохи PSNR вырос с 14.3 до 16.6 дБ.

Инженерные решения: отключение cuDNN benchmark, детерминизм, ручная очистка тензоров с gc.collect() и torch.cuda.empty_cache(), а также мониторинг температуры Memory Junction позволили избежать падений и утечек памяти.

Итоговый PSNR ≈ 14 дБ является низким показателем в академическом смысле, но приемлемым для задачи реставрации изображений с сильными дефектами, где важнее сохранить аутентичность, чем достичь попиксельного совпадения. На слабой видеокарте ноутбука (RTX 3050 Ti Laptop GPU) удалось создать рабочий код для получения собственной небольшой модели для улучшения качества изображений.

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15 окт. 2026 г.

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29.06.26 22:37 riley777

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30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

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07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

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09.07.26 19:06 Toivo Walli

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices