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О чем говорят руки. 2 место на соревновании Kaggle

Приветствую всех читателей! Меня зовут Артем Топоров, и сегодня я хочу поделиться с вами своим опытом участия в соревновании по распознаванию жестового языка, организованном компанией Google. На этом соревновании, собравшем 1139 команд со всего мира, нам удалось занять 2 место. Расскажу как мы вместе с Николаем Форратом и Xun Zhao разработали ML алгоритм для мобильных устройств, едва не заняли первое место и при чем тут спектрограммы.

leaderboard с призовыми местами

Описание соревнования

Соревнование под названием Google - Isolated Sign Language Recognition проводилось на платформе Kaggle и длилось около трех месяцев. Помимо Google в организации соревнования приняли участие Технологический институт Джорджии и организация D-PAN, которая поддерживает творческих профессионалов с нарушениями слуха. Целью данного соревнования было разработать алгоритмы для распознавания жестового языка. Эта инициатива была направлена на сокращение коммуникационного барьера между глухими и слышащими людьми, предлагая технологическое решение, которое могло бы облегчить процесс обучения языку жестов.

В следующих разделах я расскажу более подробно о технических аспектах соревнования, нашем подходе к решению задачи и о том, какие проблемы возникли у нас на этом пути.

название соревнования

Увы, каждый день в мире рождаются дети с нарушениями слуха, а статистика говорит о том, что 90% из них рождаются у слышащих родителей, многие из которых не владеют жестовым языком. Это создает проблему, так как родители нуждаются в способах общения со своими детьми, ибо использование жестов может предотвратить развитие синдрома языковой депривации. Этот синдром проявляется в отсутствии естественного овладения языком в критический период его изучения, что может оказать серьезное влияние на их жизнь в целом, включая отношения, образование и трудоустройство.

Обучение жестовому языку — задача нетривиальная и затратная по времени, а многие родители просто не обладают достаточными ресурсами для этого. Чтобы упростить задачу для родителей было создано мобильное приложение PopSign — игра, в которой нужно соотносить жесты, показанные на видео, с словами в пузырях, чтобы их лопнуть.

скрины приложения PopSign

Однако организаторы решили расширить функционал приложения, позволяя пользователям не только смотреть видео с жестами, но и активно практиковать их, показывая жесты перед камерой. Эта новая функция требовала алгоритмов классификации жестов, и именно для их разработки и проводилось данное соревнование.

Таким образом нашей целью было разработать алгоритм, который сможет классифицировать различные жесты, при этом его можно будет запустить на мобильном устройстве при всех его ограничениях.

Описание жестового языка

Жестовые языки не только различаются от страны к стране, но и классифицируются на различные категории. В рамках данного соревнования мы сфокусировались на распознавании изолированных жестов, которые, в отличие от дактилологии, не представляют собой отдельные буквы алфавита, а выражают целые слова.

изолированные жесты и алфавит

Данные

В качестве входных данных участникам предоставили не исходный видеоряд, а координаты ключевых точек, полученные c помощью MediaPipe holistic.

пример результатов работы MediaPipe

Конвейер MediaPipe Holistic объединяет отдельные модели для компонентов позы, лица и рук, каждая из которых оптимизирована для своей конкретной области. Сначала определяется поза человека с помощью детектора поз BlazePose. Затем, используя предполагаемые ориентиры позы, выделются три области интереса (кисти рук и лицо) и к ним применяются модели для этих частей тела. Получив все необходимые координаты, они объединяются с координатами позы.

процесс нахождения координат ключевых точек

Таким образом у участников соревнования была информация о 468 точках на лице, 21 на каждой руке и 33 точках, описывающих позу человека. Каждая точка описывалась тремя координатами в каждый момент времени.

Организаторы соревнования предоставили нам около 95 тысяч размеченных примеров, в которых встречалось 250 уникальных жестов, каждый из которых обозначал определенное слово.

cлушай, смотри, молчи

Самыми популярными словами в тренировочных данных оказались "listen", "look" и "shhh" (почти как фраза на латыни).

Для проверки решений в тестовой выборке было предоставлено около 40 тысяч примеров, которые были разделены на равные части: Public и Private. Участники могли получить оценку качества своего алгоритма только на публичной части, в то время как приватная часть оценивалась в конце соревнования и определяла итоговое место в рейтинге. Метрикой оценки качества в данном соревновании была точность (accuracy).

This is a Code Competition

Были времена, когда можно было обучить невообразимое количество моделей на локальной машине, прогнать их все на тестовой выборке и загрузить уже финальный csv файл с ответами на Kaggle, где считалась метрика оценки качества алгоритма. Но эта эпоха уже давно прошла, сейчас у вас уже нет доступа к тестовой выборке. Для оценки решения необходимо подготовить код и веса обученных моделей, загрузить их на Kaggle и дождаться пока ваше решение выдаст ответы для всей тестовой выборки и вы получите значение метрики. Обычно на это участникам даётся ограниченное время - до 9 часов, чтобы избежать чрезмерно сложных и трудоемких решений.

В данном соревновании были установлены строгие ограничения, отличающие его от большинства других. Во-первых, для проверки решений участники должны были предоставить обученную модель в формате TFLite, что потребовало определенных манипуляций для конвертации финального решения. Во-вторых, так как решение предполагалось использовать в мобильном приложении PopSign и время обработки каждого видео было ограничено 100 миллисекундами, вместо обычных 9 часов на Kaggle, решение должно было обрабатывать все тестовые данные за чуть больше часа и потреблять не более 40 МБ памяти.

Описание преобразования данных

В ходе разработки нашего решения нас, конечно, в первую очередь интересовали данные о руках, в то время как информация, полученная с лица, была излишней для решения по данной задаче.

ключевые точки на руке

Поскольку наше окончательное решение представляло собой ансамбль из двух моделей, данные для каждой из них обрабатывались по-разному. В первом решении была использована сверточная модель (Convolutional neural network, далее CNN), во втором Transformer архитектуры.

CNN model

В случае с моделью CNN мы сосредоточились на 80 ключевых точках, включая 42 точки с обеих кистей, а также 18 точек с губ и 20 точек, связанных с руками, плечами, бровями и носом. Это обеспечило нам необходимый объем данных для работы с жестами.

пример отображения ключевых точек в разные моменты времени

Так как у нас был немалый опыт работы с изображениями и звуком, то захотелось переложить задачу в привычный домен.

Как например звук в виде набора амплитуд преобразуют в мел-спектрограмму, и далее уже работают с изображением, применяя всю мощь компьютерного зрения, так и мы решили преобразовать последовательности координат в трех канальные изображения размером 80x160x3, где:

80 это количество выбранных точек;
160 - продолжительность каждого видеоролика, после интерполяции;
3 - количество координат (X,Y,Z).
конвертация входных данных в изображение

Таким образом, каждый видеоролик (а точнее набор данных из MediaPipe) был преобразован в изображение, где каждый пиксель представлял собой значение координаты определенной точки тела в определенный момент времени. Если какая-то часть тела не попадала в кадр или не распознавалась MediaPipe, вместо значений присутствовали NaN, которые мы заменили на 0, чтобы сохранить единый формат данных.

Transformer model

Во втором подходе мы использовали всего 61 точку, включая 40 точек с губ и 21 точку с кисти. Выбиралась только одна кисть, где меньше всего пропусков в данных и при необходимости сохранялась зеркально, чтобы всегда данные принадлежали к левой руке.

Несмотря на более ограниченное количество точек, были добавлены дополнительные признаки для улучшения качества модели:

Motion features, которые отражают длину перемещения точек между кадрами видеоролика. Этот признак позволяет учесть динамику движения руки и позволяет модели лучше понимать, как меняется поза с течением времени. Данные были рассчитаны по отношению к прошлому и будущему кадру.
Дополнительно мы использовали Distance features, которые представляют собой попарное расстояние между всеми точками кисти и некоторыми точками губ. Этот признак помогает модели учитывать пространственные взаимосвязи между различными частями тела.
Еще одним важным признаком были Angle features, которые характеризуют углы между фалангами для каждого пальца. Этот признак позволяет модели учитывать углы и форму пальцев. Для каждого пальца было рассчитано по 3 угла.

Аугментации

Аугментации стали неотъемлемой частью процесса обучения моделей машинного обучения. Они позволяют искажать исходные данные таким образом, чтобы они имели несколько иной вид, тем самым создавая больше уникальных примеров и предотвращая переобучение модели. Существует множество готовых решений, например библиотека albumentations, которая активно используется для обучения моделей компьютерного зрения. Но так как мы работали с довольно специфичными данными, большинство функций было написано самостоятельно.

Применяемые нами аугментации можно разделить на две группы.

1. Аугментации, применяемые к исходным данным:

Random Affine: Это случайные повороты, смещения и изменения масштаба. Они применялись как ко всем точкам, так и к отдельным частям тела.

Random Affine

Random Interpolation: Исходный пример сжимался по времени, а также случайно обрезалось несколько первых или последних секунд.

Random Interpolation

Finger Rotate: случайные повороты пальцев в ограниченном диапазоне.

Finger Rotate

2. Аугментации, применяемые только к изображениям:

Time and Frequency Masking: Эти базовые аугментации часто применяются при работе со звуком. Они удаляют (заменяют нулями) случайные диапазоны по времени или частоте (в нашем случае группу точек).
Time and Frequency Masking

MixUp и CutMix: Обе техники предполагают смешивание двух изображений и их меток. В MixUp это осуществляется путем взвешенного смешивания пикселей и меток классов. В CutMix сначала выбирается случайное прямоугольное область на изображении, затем она вырезается и заменяется на соответствующую область с другого изображения, причем метки классов также смешиваются в соответствии с площадями вырезанных областей.

MixUp и CutMix

Replace: Это замена части тела. Например, если два примера из тренировочной выборки относятся к одному и тому же жесту, мы берем значения с левой руки из первого примера и заменяем ими соответствующие значения во втором примере, оставляя остальные значения неизменными.

Архитектуры моделей

В условиях ограничений по времени и памяти, предпочтение было отдано архитектуре EfficientNet-B0. Это быстрая и легковесная модель компьютерного зрения, которая хорошо подходила для наших целей. Для улучшения результатов мы внесли небольшие модификации в виде использования hypercolumn на последних 4 блоках. Hypercolumn - это метод, который позволяет объединить многоуровневые признаки из различных слоев сети для улучшения качества сегментации и распознавания объектов.

Для второго подхода мы использовали модели BERT и DeBERTa, которые широко применяются в области обработки естественного языка (NLP). Сложность этих моделей зависит от параметров, таких как размер скрытого слоя, количество слоев и количество голов внимания. В нашей реализации мы уменьшили значения этих параметров в 3 и более раз относительно значений по умолчанию, чтобы упростить модели и сократить вычислительные затраты.

основные параметры BERT

Основное различие между этими моделями заключается в способе управления вниманием.

BERT (Bidirectional Encoder Representations from Transformers) использует стандартный механизм внимания, который позволяет модели рассматривать оба направления текста одновременно (поэтому "Bidirectional" в названии). Это означает, что BERT может использовать контекст из левой и правой частей предложения для понимания смысла слова или фразы.

DeBERTa-v2 (Decoding-enhanced BERT with disentangled attention), с другой стороны, использует "разделенное внимание" (disentangled attention). Это подход, который позволяет модели более эффективно фокусироваться на различных аспектах текста, разделяя внимание на разные аспекты, такие как отношения между словами и их значимость. Это позволяет улучшить способность модели понимать контекст и взаимосвязи между словами или фразами.

В данных архитектурах текст преобразуется в токены, а затем в эмбеддинги которые характеризуют эти токены в заданном векторном пространстве. Мы пропустили эти операции, так как у нас уже были вектора состоящие из признаков описанных ранее.

Процесс обучения

В процессе обучения много времени занял подбор оптимальных параметров. Подбор осуществлялся с помощью библиотеки Optuna, которая использует несколько алгоритмов оптимизации для поиска наилучших параметров.

Примерно так выглядел список параметров для оптимизации:

    param = {
        'seed': np.random.randint(20, 10000), #6374,
        'aug_prob': trial.suggest_float('aug_prob', 0.15, 0.25), # do_random_affine prob
        'invert_prob': trial.suggest_float('invert_prob', 0.25, 0.32), # it flips all points (hands, lips, pose)
        'scale_prob': trial.suggest_float('scale_prob', 0.17, 0.3), # prob to rescale some parts (e.g. one hand or hand and lips)
        'lr': trial.suggest_float('lr', 2e-3, 2.8e-3),  # LR
        'train_bs': trial.suggest_categorical('train_bs', [32, 64]),  # BS
        'drop_rate': 0.2, #trial.suggest_float('drop_rate', 0.18, 0.22), # model dropout
        'epochs': trial.suggest_int('epochs', 100, 210), # epochs
        'img_masking': 0.98, # prob to use torchaudio masks
        'model': 'img_v0', # model name
        'dataset': 'img_80_mixup', # img_80_onehand for one hand new_size=(T, 64, 3), img_80_mixup for 2 hands new_size=(T, 80, 3)
        'freq_m': trial.suggest_int('freq_m', 66, 80), # mask for time axis  (yes name freq but mask time :) )
        'time_m': trial.suggest_int('time_m', 3, 12), # mask some points. the max possible masked points
        'use_loss_wgt': True, # use wieghted loss
        'pw_bad': 1.45, # power to bad predicted classes
        'pw_com': 0.81, # power to classes which has common classes (e.g. dad, grandpa, grandma)      
        "label_smooth": trial.suggest_float('label_smooth', 0.50, 0.65), # loss label smoothing
        'shift_prob': trial.suggest_float('shift_prob', 0.12, 0.29),  # shift random parts to random value (one or few)
        'mixup_prob': trial.suggest_float('mixup_prob', 0.3, 0.42),  # mixup prob
        'zero_prob': 0., # pixel dropout prob. It didn't work
        'rotate_prob': trial.suggest_float('rotate_prob', 0.18, 0.26),  # rotate one or few parts
        'replace_prob': trial.suggest_float('replace_prob', 0.08, 0.17),  # replace one or two parts from another element with same class
        'deep_supervision': False, # DSV
        'interpol_prob': trial.suggest_float('interpol_prob', 0.15, 0.4), # interploation as in Carno' code
        'normalize': True, # mean std normalization
        'tree_rot_prob': trial.suggest_float('tree_rot_prob', 0.25, 0.55), # finger tree augmentation from Carno's Code
        'interp_nearest_random': trial.suggest_float('interp_nearest_random', 0.35, 0.5),
        'lookahed_k':trial.suggest_int('lookahed_k', 2, 7),
        'lookahed_alpha':trial.suggest_float('lookahed_alpha', 0.3, 0.6),
    }

В результате были получены наилучшие параметры для всех аугментаций, тип оптимайзера, скорость обучения, количество эпох и прочие параметры.

Обучение CNN

Тренировочные данные были разбиты на 8 частей, 1 из них шла в валидацию, остальные для обучения модели. Исходя из метрики на валидации выбирались лучшие параметры.

На финально подобранных параметрах была обучена модель на всех тренировочных данных. Для учета дисбаланса классов и семантических сходств между классами мы применяли взвешенную кросс-энтропию, увеличивая веса для плохо предсказанных классов и классов с семантически похожими парами (например, "kitty" и "cat").

Обучение Transformer

Аналогично модели CNN, для Transformer сначала подбирались оптимальные параметры с использованием валидационной выборки, затем обучалась финальная модель на полном наборе данных с наилучшими параметрами.

Сложности с конвертацией и ограничением по времени

Существует несколько популярных библиотек для машинного обучения, пожалуй самые популярные TensorFlow и PyTorch.

Для более быстрой и легкой работы с TensorFlow существует высокоуровневый API под названием Keras, а для того чтобы запускать созданные на TensorFlow или Keras модели на мобильных устройствах был создан фреймворк TFLite (TensorFlow Lite).

У PyTorch тоже есть высокоуровневый API под названием PyTorch Lightning, для конвертации и использования на мобильных устройствах обычно используются ONNX и openvino, которые являются универсальными и работают с большинством библиотек машинного обучения.

библиотеки машинного обучения

Преобразование моделей из PyTorch в требуемый TFLite формат представляло собой несколько сложный процесс, требующий несколько этапов конвертации через промежуточные форматы. Это включало конвертацию в формат ONNX, затем в TensorFlow, и, наконец, в TFLite. Этот подход не только требовал дополнительных усилий и времени, но также приводил к потере производительности.

Чтобы упростить этот процесс и сократить время конвертации, было решено создать эквивалентные модели на фреймворке Keras, который позволяет проводить конвертацию в TFLite напрямую. Затем мы перенесли веса из наших PyTorch моделей на эти новые модели на Keras. Это решение оказалось более эффективным. Также после профилирования пришлось переписать функцию DepthwiseConv2D, что также ускорило наше решение.

сравнение конвертаций

Тем не менее, даже после всех этих операций, модель EfficientNet-B0 работала значительно быстрее в формате ONNX по сравнению с TFLite, примерно в 5 раз. Но из за ограничений организаторов на формат подаваемого решения мы не могли загружать модели в другом формате, что не позволило использовать нам другие архитектуры или увеличить число моделей в ансамбле.

Leaderboard

Индивидуально, каждое из наших решений показывало отличные результаты на лидерборде, попадая в топ 10-15 лучших к моменту их объединения. Подход, основанный на изображениях, достиг точности (accuracy) в 0.80, в то время как решение на основе трансформеров демонстрировало показатель в 0.78. Объединение этих двух подходов и позволили нашей команде выйти на первое место и удерживать его до окончания соревнования.

leaderboard на публичной части данных

К сожалению данные значения метрики были рассчитаны только на публичной части тестовых данных и оставалось только надеяться что наше решение будет также хорошо и на приватной части данных. На наши надежды не оправдались.

leaderboard на приватной части данных

По результатам соревнования мы заняли 2 место на Private и 1 место на Public (жалко что не наоборот), получили золотые медали (их раздают не только за первое место, а топ 1%) и призовые. Также я стал в Competition Master, а наш китайский товарищ Xun Zhao получил звание Grandmaster.

Большинство участников соревнования использовали одномерные свертки и Transformer архитектуры, а на первом месте была комбинация двух этих архитектур. Решение с генерацией изображений и использованием моделей компьютерного зрения было единственным в своем роде на соревновании, вызвав удивление и интерес среди других участников.

комментарий к описанию нашего решения

Ссылка на наше решение.

Ссылка на описание решения участника занявшего первое место.

Спустя некоторое время стартовало второе соревнование, нацеленное на распознавание жестов, соответствующих отдельным буквам алфавита. К сожалению, на этот раз у меня не было возможности принять в нем участие. В новом соревновании участники активно использовали наш подход к обработке данных , но архитектуры моделей уже были другие. Так выглядело решение которое позволило взять первое место.

лучшее решение второго соревнования

Более подробно можете разобраться с ним по ссылке.

Если у вас есть желание попробовать свои силы в Machine Learning, погрузиться в новый домен или просто посмотреть современные решения нетривиальных задач, то Kaggle отличная платформа для для этих целей.

Благодарю за внимание к моему рассказу! Надеюсь, вы нашли для себя что-то новое и интересное. Если у вас возникли вопросы, буду рад ответить на них в комментариях или на LinkedIn.

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20 февр. 2024 г.

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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.
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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.
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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.
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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
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 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
01.09.26 11:16 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
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

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
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

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
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
17.10.26 12:58 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
17.10.26 12:58 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
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