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История YOLO – самой известной архитектуры компьютерного зрения
YOLO расшифровывается как You Only Look Once. Это широко известная архитектура компьютерного зрения, которая знаменита в том числе своим огромным количеством версий: первая из них вышла в 2016 году и решала только задачу детекции объектов на изображении, а последняя – одиннадцатая – появилась в сентябре этого года и уже представляет из себя целую фундаментальную модель, которую можно использовать для классификации, трекинга объектов на видео, задач pose estimation и тд. Все это – в реальном времени.
Да, скорость – это именно то, что выделило YOLO среди других моделей восемь лет назад. До нее в мире CV существовали и другие архитектуры детекции. Например, в 2015 году лучшей считалась Faster R-CNN. Но, несмотря на слово "faster" в названии, эта моделька все еще тормизила на онлайн-тестах из-за своей нагроможденной структуры. Поэтому когда ученые из Вашингтона предложили YOLO, которая рвала конкурентов по времени и при этом показывала хорошие метрики, – это, фактически, перевернуло СV. За следующие 8 лет своего существования YOLO стала своеобразным трансформером во вселенной компьютерного зрения: ее любят и используют повсеместно.
Эта статья – полноценная техно-история YOLO. Мы расскажем, что представляет из себя задача детекции, как работала самая первая YOLO и как ее дорабатывали во всех последующих версиях.
Дисклеймер: далее в тексте иногда будут встречаться термины из машинного обучения, ссылки на модели, методы или имена. При написании мы старались сделать так, чтобы текст был понятен и интересен как опытным читателям, так и начинающим или просто интересующимся специалистам.
Но если вы все-таки захотите о чем-то (или ком-то) узнать подробнее, то советуем заглянуть в наш тг-канал Data Secrets. Мы – команда практикующих ML-инженеров, и канал ведем уже больше двух лет: каждый день выкладываем разборы ML-статей и моделей, новости и полезные материалы по Data Science. Так что он уже превратился в своеобразную энциклопедию, и вы точно сможете найти что-то по вашему вопросу :)
А теперь – поехали!
Задача детекции – как ее решать?
Детекция – это один из подвидов проблемы нахождения объектов на изображении. Почему "подвидов"? Потому что несмотря на то, что найти объект на изображении – задача вроде понятная, если вдуматься, звучит она достаточно размыто. Что значит найти? Просто определить, есть ли определенный объект на фото? Найти все объекты на фото? А найти – это просто перечислить или еще и обозначить прямо на изображении? А как обозначить?... Оказывается, в зависимости от ответов на эти вопросы и задача формально называется по-разному:
Если нужно определить наличие или отсутствие объекта определённого домена на изображении – это классификация (classification)
Если нужно выполнить классификацию, и к тому же определить рамку, ограничивающую местоположение экземпляра одиночного объекта на картинке, – это классификация с локализацией (classification and localization)
Если нужно для каждого пикселя на картинке определить его принадлежность к определённой категории – это семантическая сегментация (semantic segmentation)
Если нужно выполнить сегментацию, но при этом дифференцировать только объекты определенной сущности – это сегментация экземпляров (instance segmentation)
Детекцией (object detection) же традиционно называют задачу, в которой необходимо выделить несколько объектов на изображении посредством нахождения координат их ограничивающих рамок и классификации этих ограничивающих рамок из множества заранее известных классов. При этом, в отличие от задачи классификации с локализацией, количество объектов на изображении заранее неизвестно.
Рамки, в которые нужно заключать объекты, называются bounding boxes или просто b-boxes. Б-боксы традиционно имеют прямоугольную форму и располагаются так, чтобы стороны прямоугольника были параллельны рамкам изображения. Так же интуитивно понятно, что рамка должна быть "минимальной", то есть захватывать объект полностью так, чтобы при этом иметь минимальную площадь. То, как мы задаем б-бокс – зависит уже от нашей архитектуры, но обычно выбирают один из двух вариантов: координаты центра (x0, y0) + ширина(l) и высота(h), либо координаты верхнего левого пикселя (x1,y1) + координаты нижнего правого (x2,y2).
Обратите внимание, что в задаче детекции модель должна уметь решать сразу две проблемы: поиск оптимальных б-боксов и классификация. Тут самый наивный подход, приходящий в голову, – перебрать всевозможные б-боксы и прогнать каждый из них через классификатор на основе сверток. Но всем известно, что почти любой полный перебор – это невозможно долгий и неэффективный процесс. Поэтому в реальных архитектурах его немного докручивают. Например, есть группа методов, называемых двухэтапными, которые на первом шаге отбирают только некоторые б-боксы, с высокой вероятностью содержащие объект, а на втором такие избранные рамки скармливают классификатору. К таким методам относится R-CNN и его потомки Fast R-CNN и Faster R-CNN.
YOLO же стала первым представителем другой группы методов – одноэтапных алгоритмов, в которых отдельная модель для отбора регионов вообще не используется. Вместо этого YOLO представляет из себя единую сеть, которая сразу предсказывает координаты некоторого количества б-боксов вместе с их характеристиками, такими, как вероятность класса.
YOLOv1
Итак, в основе YOLOv1 лежит следующая архитектура:
Это немного видоизмененный GoogLeNet: в оригинальной СNN 22 сверточных слоя, но создатели YOLO добавили еще два + полносвязные слои в конце. На вход этой сети подается изображение 448x448 (да, если подать изображение другого размера, то оно просто обрежется и/или отправится на съедение функции resize), которое предварительно было разделено на одинаковые квадратные ячейки размера 64x64 таким образом, что получается как бы таблица 7х7 (нет, 7x7 – не волшебная константа, вы можете использовать и другой размер ячеек, но как это повлияет на сеть – никто особо не исследовал). Ячейки нам нужны для того, чтобы все операции далее происходили как бы на "клеточном" уровне. В этом заключено главное новшество YOLO: ее создатели смогли сформулировать и решать задачу детекции как задачу регрессии.
Если вы обратите внимание на последний слой схемы, то заметите, что выходной тензор сети имеет размер 7х7х30. То есть для каждой из 7х7 ячеек нашего изображения модель предсказывает вектор из 30 чисел. Внутри этого вектора и скрывается описание б-боксов и меток классов. Если точнее, то первые 10 значений отвечают за координаты двух б-боксов-кандидатов: координаты центра + ширина + высота + confidence score, то есть уверенность модели в том, что внутри б-бокса находится центр объекта. Оставшиеся 20 значений вектора ответственны за метки классов, то есть оценку вероятности того, что объект определенного класса присутствует в ячейке. Почему 20? Потому что столько было классов в оригинальном датасете.
С архитектурой – все. Теперь посмотрим, как она обучается. Надо упомянуть, что перед тем, как обучать модель полностью, исследователи сначала дообучали 4 слоя в конце на размере изображений 448х448 (в отличие от первых 20 классификационных слоев, обученных на 224х224 ImageNet). Но вернемся к основному лоссу YOLO. Он представляет из себя сложную склейку классических лоссов классификации и детекции и выглядит довольно устрашающе:
Будем разбираться по частям. С первой частью, которая помечена как regression loss, все довольно просто. Это ошибка в предсказании координат центра (x,y), высоты (h) и ширины (w) б-боксов. Индекс i отвечает за объекты, индекс j – за боксы. Жирная красивая единица здесь – это индикаторная функция, которая позволяет учитывать в выражении только ячейки, в которых есть объекты, и только вклад рассматриваемого б-бокса j (если это все тот же объект i, но бокс другой, выражение обнулится, чтобы дважды не учитывать одну и ту же ошибку). Что касается корней, которые применяются к высоте и ширине б-боксов, то это просто мера масштабирования, необходимая для того, чтобы больше штрафовать маленькие б-боксы за несоответствие реальной разметке.
С последней частью – classification loss – все тоже понятно. Это классический квадратичный лосс, в котором мы считаем ошибки на тех самых двадцати метках классов. При этом индикаторная функция здесь снова гарантирует, что будут учтены только те ячейки, в которых действительно есть объект. Ячейки без объектов мы, конечно, тоже учитываем далее, но для лосса важно сохранение баланса, и так как в большинстве ячеек объектов вообще не будет, то клеткам, содержащим что-либо, необходимо отдавать больший вес.
Наконец, Confidence loss. Это та часть функции потерь, которая отвечает за оценки "уверенности" модели в том, что внутри б-бокса находится центр объекта (они обозначены желтым на предыдущей схеме). При этом это не просто вероятность. Это предсказанное значение функции IoU, то есть Intersection over Union. Эта одна из определяющих метрик компьютерного зрения, и проще всего ее понять, просто посмотрев на картинку:
В терминах б-боксов IoU – это перекрытие между прогнозируемой рамкой и истинным прямоугольником из трейна. Получается, что если модель предсказывает высокое IoU, то она "верит" в то, что перекрытие будет большим, и, иными словами, сильнее уверена в существовании определенного б-бокса. И наоборот, если предсказывает низкое IoU, то уверена, что в ячейке объекта вообще нет. Именно поэтому в этой части лосса учитываются также клетки, в которых нет объектов (красивая единица с индексом noobj): на них мы учим модель давать меньше ложноположительных ответов. Такие ячейки мы взвешиваем с помощью константы λ_noobj, которая обычно примерно в 10 раз меньше λ_coord.
Таким образом, наша функция потерь "учит модель" правильно располагать в пространстве б-боксы и считать их размер, верно классифицировать найденные объекты, а также просто точно определять факт наличия объекта в ячейке и тем самым не переобучаться.
Итак, с трейном тоже разобрались. Осталось неочевидное: инференс. Предположим, мы обучили модель, и она дает нам на выходе некоторый тензор. Как собрать из него окончательный ответ, который должен содержать отфильтрованные б-боксы с метками классов?
Для начала, нужно привязать метки классов к определенным б-боксам. Ведь сейчас в каждом выходном векторе у нас две рамки, а вероятность для каждого класса всего одна. Чтобы их связать, нужно взять confidence score каждого б-бокса и перемножить его с каждой вероятностью класса. Так мы разветвим наши метки классификации и в итоге получим 7 * 7 * 2 = 98 прямоугольников, для каждого из которых определены лейблы классов, координаты центра, ширина, высота и IoU aka confidence score.
Теперь нужно решить, какие из б-боксов мы оставим, а какие удалим. Для этого поступим просто: удалим все рамки, для которых IoU < 0.5 (то есть те, про которые модель скорее думает, что объекта в них нет).
Но это не все. Ведь объект может не помещаться целиком только в одну из клеток, которые мы определили в самом начале. Тогда два, и даже три б-бокса из разных ячеек могут быть на самом деле единым б-боксом для одного и того же предмета. Тут на помощь приходит алгоритм Non-maximum Suppression. Он достаточно прост и изящен. Сначала мы берем список б-боксов, которые остались после пункта 2 и сортируем его по убыванию IoU, так, чтобы в начале были те б-боксы, в которых, как думает модель, расположены центры объектов. Затем будем по очереди брать самых "вероятных" кандидатов и находить все б-боксы, которые пересекаются с ними настолько, что IoU этого пересечения больше некоторого порога. Все такие б-боксы мы будем удалять и вычеркивать из исходного списка, и так до тех пор, пока список не опустеет, а у нас не появится набор финальных отфильтрованных б-боксов.
Вот и все. Так работала первая версия YOLO.
Модель, конечно, получилась потрясающая и вызвала в 2016 ажиотаж. Но надо сказать, что в начале она все-таки зрительских симпатий не завоевала. Хотя модель была очень бодрая и работала в реальном времени, у нее были проблемы с метриками (63.4% на PASCAL против 73.2% у Faster R-CNN), и она плохо справлялась с объектами, которые накладывались друг на друга. Однако в последствие исследователи это исправили. Давайте посмотрим, как.
YOLOv2
Авторы статьи про YOLO быстро осознали недостатки своей модели и всего через несколько месяцев выпустили следующую версию – YOLOv2, а также небольшое ее расширение – YOLO9000. Модель не только вырвалась вперед на метриках, но и стала еще быстрее предыдущей версии, а также научилась распознавать в 450 раз (!) больше классов – отсюда и 9000 в названии.
Но давайте снова по-порядку. Во-первых, архитектура.
Из нее удалили полносвязные детекционные слои в конце. На их место пришли свертки. Кроме того, из архитектуры убрали dropout. Вместо этого добавили batch normalization, который на тот момент показал себя хорошим инструментом для повышения сходимости и скорости обучения модели.
Саму базовую архитектуру тоже поменяли с GoogLeNet на Darknet-19. Эта сеть состоит из меньшего количества слоев: 19 сверточных слоев против 22 у GoogLeNet. За счет такой подмены модель не просела на задачах в реальном времени.
Если в предыдущей версии дообучение первых 20 классификационных слоев происходило на изображениях размером 224х224 из ImageNet, то вторая версия училась на изображениях более высокого качества: 448х448.
При этом во время обучения архитектуры целиком разрешение входной картинки снизили до 416х416. Сделали это не просто так. Дело в том, что в этом случае изображение можно разделить на нечетное количество ячеек: тогда в середине изображения, где вероятность появления объекта больше всего, будет одна ячейка, а не четыре.
Само количество ячеек тоже увеличили. Если в YOLO1 мы мысленно резали изображение на сетку 7х7, то теперь это была сетка 13х13. Технически это реализовали удалением одного слоя пуллинга, благодаря чему размер выходного тензора получился 13х13х125.
Почему 125? Потому что в YOLO2 мы предсказываем метки классов уже не для всех боксов ячейки одновременно: теперь для каждого б-бокса вектор таких вероятностей свой. К тому же, теперь б-боксов на одну ячейку стало больше: раньше их было два, а теперь число увеличилось до пяти. Итого 5 б-боксов, для каждого координаты центра, ширина, высота, IoU и 20 меток классов: всего 125.
Появились слои skip connection, которые предотвращают переобучение модели и делают ее более стабильной. Идея тут в том, что данные дублируются, и первая их часть проходит через определенные слои сети, а вторая их как бы пропускает. При этом такая "ленивая" часть, чтобы сохранить выходную размерность, просто разбивается в определенных пропорциях и прибавляется к своему близнецу, прошедшему через некоторое количество сверток.
Перечисленное – далеко не конец. В YOLO 2 изменилась сама идея подхода к детекции объектов. Вместо традиционных б-боксов исследователи подчерпнули из Faster R-CNN задумку предсказывать anchor boxes (или якори). Вспомним, что Faster R-CNN – двухэтапный метод, и перед тем, как входные данные подаются в классификатор, у сети уже есть куча кандидатов на финальные б-боксы. Поэтому Faster R-CNN, в отличие от YOLOv1, не приходится предсказывать координаты с нуля: он предсказывает только сдвиги, на которые нужно переместить исходные боксы. Эта задача гораздо проще и надежнее с точки зрения точности ответов, поэтому было решено и в YOLOv2 добавить кандидатов (priors anchors), которые мы затем будем учиться передвигать.
Очень интересным образом исследователи выбирали форму и количество исходных якорей. Для этого они обратились к размеченным датасетам COCO и VOC, и, грубо говоря, свели по ним статистику. В каждом из датасетов все существующие в нем б-боксы кластеризовали с помощью алгоритма K-means (только вместо евклидового расстояния в качестве меры близости использовалось IoU), и подсчитали, после какого количества кластеров точность выходит на плато. Оказалось, что после К = 5 mAP уже равно 61%, а затем растет не очень сильно. Затем в каждом из пяти полученных кластеров взяли усредненный б-бокс, и так получились те самые 5 якорей, предсказания для которых мы будем делать в каждой из 13х13 ячеек изображения.
Получается, что и векторы, которые получаются на выходе для каждой ячейки, интерпретируются теперь по-другому? Да. Как мы уже упоминали, размер выходного тензора в YOLOv2 – 13х13х125: 5 якорей, для каждого 20 меток классов, confidence score и еще четыре фичи. Раньше этими четырьмя фичами были координаты центра, ширина и высота б-бокса. Теперь же это набор чисел t_x, t_y, t_w, t_h, которые отвечают за сдвиг якоря влево/вправо, вверх/вниз, изменение ширины и высоты соответсвенно. Конечные координаты б-бокса рассчитываются по такой логике (здесь c_x,c_y — координаты левого верхнего угла ячейки, p_w, p_h — исходные значения высоты и ширины якоря):
Сигмоида и экспонента здесь используются для стабилизации обучения, чтобы предсказания сети сразу рассчитывались только относительно определенной ячейки, а не относительно целого изображения.
В обучении изменений, как таковых, не было. Все еще тот же лосс, все еще считаем IoU и в конце применяем Non-maximum Suppression.
А что там с YOLO9000? В нем вроде было 9000 классов, а не 20? Все верно, эти 9000 классов – это, на самом деле, 9000 лучших классов ImageNet, объединенные с классами из COCO. Правда, чтобы объединить эти два датасета, исследователям пришлось постараться: дело в том, что в ImageNet классов больше и они более конкретные. Например, если в ImageNet были классы "кукла", "плюшевый медвежонок", "мячик", то в COCO это все называлось просто "игрушка". Чтобы обойти проблему, была создана целая древовидная структура классов. Во время теста мы следуем от вершины к корню, и именно на корне считаем метрики, избегая взаимоисключения классов и связанных с этим коллапсов сети. При этом в этой версии количество якорей на ячейку сократили до трех, чтобы размер выходного тензора был не слишком велик.
Что в итоге? В итоге YOLOv2 уже становится SOTA на PASCAL VOC и COCO. Сеть рвет всех конкурентов по метрикам и скорости, может работать на различных размерах изображений и в реальном времени. При 67 FPS YOLOv2 дает mAP 76.8, а при 40 FPS – 78.6 mAP, и это гораздо лучше Faster R-CNN и SSD.
В общем, быстрее-выше-сильнее. Но и на этом исследователи не остановились. Еще через два года они выпустили третью версию модели.
YOLOv3
YOLOv3 – это последняя версия модели, над которой работал ее создатель Джозаф Редмон, и последняя статья о YOLO, в которой он числится соавтором. В дальнейшем он покинул проект из-за того, что страдал из-за широкого применения своей модели в сфере обороны. В YOLOv3 никаких громких изменений не было, это скорее доработка YOLOv2 и исправление ошибок.
Во-первых, в YOLOv3 авторы расхрабрились и вместо Darknet-19 используют Darknet-53 – гораздо более глубокую сеть (53 сверточных слоя). Больше слоев – дольше работа, поэтому скорость модели немного просела. Зато удалось добиться очень значительного прироста к метрикам.
Во-вторых, у YOLOv3 на выходе уже не один большой тензор, а целых три.
На картинке хорошо видно, что структура архитектуры как бы пирамидальная (кстати, в статье авторы как раз ссылаются на Feature Pyramid Networks). Первая фиче-мапа, которую мы получаем, имеет привычный крупный размер 13x13 (high level features). Следующая уже мельче – 26х26 (middle level features). Последняя – совсем мелкая – 52x52 (low level features). Смысл такой дележки в том, что чем мельче наша сетка, тем более мелкие объекты способна находить модель. Для больших же объектов легче использовать крупное разбиение. А если у нас есть и то, и то – сеть может работать на разных уровнях и хорошо отлавливать объекты и крупных, и мелких, и средних размеров.
Небольшие изменения настигли и функцию потерь. Confidence score стал objectness score. Идейных изменений тут нет – это все еще степень уверенности модели в том, что в ячейке существует б-бокс. Но есть нюанс: это больше не совсем IoU, скорее IoU с нормализацией. Objectness score, в отличие от Confidence score, обязательно должен быть равен единице для того б-бокса, в котором модель уверена больше всего (то есть для того бокса, у которого пересечение с истинной рамкой максимальное среди всех предсказанных б-боксов). И параметр не просто переименовали, теперь он по-другому отражается в лоссе сети. Обновленная функция потерь выглядит так:
Первые две строки, то есть часть с координатами и шириной-длиной б-боксов, осталась такой же. А вот в последующих трех произошла подмена. Раньше для Confidence score и вероятностей классов использовался квадрат разности. Теперь его наконец-то убрали и заменили более стабильно зарекомендовавшей себя кросс-энтропией. Это классический классификационный лосс. Благодаря нему, в частности, стало возможно сделать из YOLO модель, которая умеет делать мульти-классификацию. Это значит, что предмету может быть назначено более одной метки (например, роза – это и "цветок", и "растение").
Несмотря на все эти изменения, на момент выхода модели в 2018 году она не смогла обогнать по метрикам все существующие решения. За два года появилась RetinaNet, которая оказалась точнее. Но стоит заметить, что популярность YOLO не пошла на спад благодаря ее скорости: она работала в 4 раза быстрее всех соперников!
YOLOv4
Несмотря на уход из проекта отца-основателя Джозафа Редмона, история архитектуры на этом не закончилась. Через два года, в 2020 году, мир увидел четвертую версию известной модели. В ее создании, кстати, принимал активное участие исследователь из России Алексей Бочковский. Статья представляет из себя большое путешествие по экспериментам, которые проводила команда. Давайте же узнаем, что в итоге внесло ощутимый вклад в качество новой версии детектора.
Снова обновленная версия базовой архитектуры и снова новый вид Darknet'а. На этот раз CSPDarknet53. В этой сети такая же глубина, как и в прежней, но другая функция активации (Mish вместо ReLU) и вид skip connection (вместо привычных остаточных блоков тут используется ставший на тот момент модным метод Cross Stage Partial). Также в архитектуру добавили DropBlock – аналог дропаута для ядер свертки, который просто зануляет некоторые области изображения, делая их невидимыми для сети. Так сеть учится "смотреть шире" и догадываться о наличии объектов на изображении в условиях неполной информации.
В обучение тоже добавили много фокусов. Например, склеивали несколько картинок в один коллаж и учили на таких экземплярах сеть. Это называется Mosaic augmentation. Использовались и другие виды аугментации, такие как CutMix. Это когда часть изображения заменяется на другое изображение (например, кот с головой собаки). Лейблы в этом случае берутся от всех "принявших участие" классов с весом, определяемым пощадью, которую объект данного класса занимает на аугментированном изображении.
Изменился подход к построению пирамидальной структуры сети. Авторы заметили, что хотя метод с тремя фиче-мапами улучшил работу модели с мелкими объектами, качество на крупных объектах, напротив, просело, потому что самый крупный выход модели не успевает зайти в сеть достаточно глубоко, и учится, исходя из этого, несколько поверхностно. Чтобы решить эту проблему, авторы добавили в модель дополнительные слои "обогащения" (на схеме внизу это область PANet). Обратите также внимание на лиловый слой в синей области, который называется SPP. Это тоже новый элемент сети – Spatial Pyramid Pooling. На самом деле это снова аналог скипконнекшена: несколько слоев пуллинга кучей применяются к исходному изображению для того, чтобы в фичах на выходе из Darknet'a осталось немного больше информации об исходном контексте.
Метод расчета конечных координат б-боксов ученые берут из YOLOv3, за исключением маленького изменения. Изменение состоит в добавлении нормировочной константы. Дело в том, что оказывается, формулы для расчета координат и сторон из версии 3 немного "сходят с ума", если центр объекта приближен к краю ячейки. При добавлении нормировки проблема нивелируется.
Наконец, изменения постигли алгоритм пост-обработки, который не менялся, начиная с первой версии. Вместо Non-maximum Suppression теперь использовался Distance-IoU Non Maximum Suppression, который, как несложно догадаться, отличается от классического NMS применением метрики Distance-IoU вместо обычного IoU. Distance-IoU, помимо непосредственно перекрытия рамок, учитывает также расстояние между их центрами.
Мы перечислили 5 основных изменений, которые были добавлены в YOLO4. Помимо этого, исследователи экспериментировали с многими другими трюками и добавили в модель мелкие полезные фичи, вроде шедулера и Cross mini-Batch нормализации, подобрали лучшие гиперпараметры модели и даже пробовали интегрировать механизм внимания в отдельные слои сети.
Благодаря проделанной авторами работе YOLO стала на 20% лучше своих предыдущих версий и снова вырвалась в SOTA, сохранив при этом скорость.
YOLOv5
YOLOv5 – это история Золушки или Гадкого утенка во вселенной компьютерного зрения.
Она появилась чрезвычайно скоро после YOLOv4. Прошел всего месяц! "Не слишком ли это сказочные темпы для того, чтобы быть правдой?" – спросите вы. Да, это так. До этого момента каждая новая модель была действительно новой и несла в себе много свежих идей, изменения в архитектурах и подходах к детекции. Однако YOLOv5 показалась сообществу YOLOv4, просто переписанной на PyTorch. Вместе с реализацией модели даже не вышла научная статья. Да, надо упомянуть, что к созданию YOLOv5 не имел отношения ни один автор предыдущих моделей – новая версия была выпущена на тот момент не очень известной компанией Ultralytics. Компания обещала выпустить статью в течение нескольких месяцев, но... прошло 4 года, а статьи как не было, так и нет.
Это не все. Довольно сильно запятнал репутацию модели еще и тот факт, что в изначально опубликованных метриках, которые выпускала уже другая компания, Roboflow, были ошибки. Были проведены неверные замеры скорости моделей, и, как следствие, метрики и графики не отражали реальную картину. Многие исследователи и инженеры были настолько расстроены версией, что даже говорили, что она недостойна носить звание YOLOv5.
И, кстати, некоторое время Ultralytics действительно планировали сменить название, но... все как-то забылось. Компания смогла выйти сухой из воды, и, хотя статью они так и не выпустили, но зато сделали на тот момент одну из самых современных платформ для файнтюнинга и работы с YOLOv5 вообще. А еще они пообещали, что будут работать над улучшениями. И не обманули: два года они старательно работали над моделью и экосистемой, даже выпустили приложение.
Да, за это время исследователями Ultralytics была проделана действительно большая работа: они обновили некоторые блоки модели (в частности, добавили больше С3-блоков, вместо SPP поставили SPPF), заменили активацию, добавили в лосс удачное взвешивание разных фиче-мап, придумали много новых аугментаций и инженерных трюков для улучшения производительности. Все это помогло поднять mAP аж на 6%, а в совокупности со MLOps средой, которую Ultralytics тоже постоянно обновляли и поддерживали, YOLOv5 стала настоящим всеобщим любимчиком! Многие используют именно эту версию до сих пор, а компания все еще постоянно ее обновляет.
YOLOv6... или v7?
Вообще, честно было бы сначала рассказать про YOLOv7. Она, внезапно, вышла раньше шестой версии на целых два месяца (в июле 2022). Почему? Просто разработкой занимались разные лаборатории, которые, видимо, не смогли договориться относительно сроков и названий...
Тут нужно сделать небольшое лирические отступление и сказать, что за два года, помимо улучшений YOLOv5, разные группы ученых успели сделать для этой архитектуры очень многое: вышла YOLOX, YOLOR, три версии PP-YOLO и еще много мелких вариаций модели. Видимо, после истории с пятой версией все опасались называть модель v6 :)
И, кстати, шестая версия получилась не такой популярной, как пятая. Вот какие изменения предложили китайские исследователи:
В YOLO 5 был заложен тренд на публикацию моделей разного размера, но отличались они только количеством параметров. А в YOLOv6 было предложено немного менять базовый бэкбон для моделей разного объема. Для маленьких моделей использовали RepBlock, а для моделей побольше – CSPStackRep.
Также в модели снова обновили лосс: теперь он не учитывал якори, потому как модель сделали без якорей вообще. Эта идея позаимствована из YOLOX и называется Anchor-Free Decoupled Head. От якорей мы вернулись к подходу из первой версии: к предсказанию координат центра прямоугольника и длин его сторон. А те проблемы, которые были с ним связаны, решились с помощью идеи из четвертой YOLO – добавления нормировки относительно ячейки.
Также ученые предложили использовать Efficient Decoupled Head и множество ухищрений для ускорения модели. Что там только не появилось: и Task Alignment Learning, и дистилляция, и квантизация, и репараметризация.
YOLOv6, кстати, прямо как YOLOv5, до сих пор постоянно обновляют и используют, но, в основном, только в Китае. Интересный факт: в этом году ее создатели выпустили уже шестую версию шестой версии.
А в седьмой версии YOLO, хоть она и вышла раньше, обновления были несколько интереснее. В ее создании принимал участие Алексей Бочковский (тот самый, который создал четвертую версию) и создатель версии YOLOR. Команда, как видите, получилась сильная. Что же они предложили?
Во-первых, расширенную агрегацию слоев. Это, скорее, инженерный трюк, который позволяет сети обучаться и работать шустрее. Но и на качестве обучения это тоже сказывается, потому что слои аггрегации как бы "укорачивают" путь градиента по сети во время процесса обратного распространения, и масштабирование за счет этого происходит быстрее.
Во-вторых, новые техники скейлинга и репараметризации. Идея скейлинга похожа на то, что предложили китайские коллеги, только здесь параметры блоков меняются в зависимости от размеров модели не наугад, а учитывают глубину сети, ширину и разрешение входящих изображений.
В-третьих, новую голову Coarse-to-Fine в дополнение к трем уже существующим. Эта голова призвала контролировать переобучение за счет того, что результаты из нее влияют на лосс непосредственно, в отличие от остальных голов, которые проходят через какие-то блоки объединения.
В итоге шестая версия все-таки осталась позади седьмой, которая стала на момент выпуска новой SOTA скорости и качества детекторов.
YOLOv8 – самая широкоиспользуемая модель линейки
В начале 2023 на арену снова вернулись Ultralytics, но на этот раз не с очередной версией пятой YOLO, а с новой YOLOv8. Но прежде, чем говорить о модели, давайте поговорим о том, что сделало восьмую модель такой популярной. Это не архитектура, не сказочные метрики, и даже не молниеносный инференс. Это совершенно новый репозиторий, который построен как единая платформа для обучения моделей детекции, сегментации и классификации. Компания выпустила пять моделей, каждая из которых может работать со всеми перечисленными задачами. Среди них была маленькая и шустрая YOLOv8 Nano и большая и самая точная YOLOv8 Extra Large (YOLOv8x). Все модели поддерживают много форматов экспорта и могут работать и на CPU, и на GPU. А еще YOLOv8 – это самое удобное API, которое совместимо и с командной строкой, и с Python.
В самой модели произошло немного изменений: новая Backbone сеть, функция потерь и Anchor-Free head. Для того, чтобы модель умела выполнять разные виды задач, ее обучали в несколько этапов на разных датасетах. Контрольные точки детекции обучены на основе COCO detection с разрешением 640. Чекпоинты сегментации – датасеты COCO сегментации с тем же разрешением. А для классификации датасет не менялся с первой версии, им так и остался ImageNet. Кстати, в восьмой версии слои классификации снова обучают на размере 224.
Ну и, конечно, без SOTA метрик никуда. Посмотрите, как ощутимо лучше показывает себя новая версия относительно предыдущих:
Последующие версии
Все последующие версии: YOLOv9, YOLOv10 и YOLOv11 тоже выпустила компания Ultralytics, сейчас у них негласная "монополия" на эту архитектуру. Последняя версия вышла совсем недавно: в октябре этого года. Однако сейчас обновление YOLO превратилось уже в скорее инженерную, а не исследовательскую задачу. Раз за разом разработчики оптимизируют инференс, сокращают количество параметров модели, работают над совместимость модели с новым железом и улучшают API.
Метрики все этого время тоже понемногу растут, но скорее за счет мелких исправлений, а не за счет ключевых изменений в архитектуре. Например, в YOLOv9 исследователи докрутили идею об агрегации слоев и ввели в использование GELAN – общую сеть агрегаций, а также добавили умный чекпоинтинг градиентов – PGI.
Сегодня YOLO – самая точная и эффективная модель, которую повсеместно используют для широкого спектра задач компьютерного зрения. Это одна из немногих архитектур глубокого обучения, которая спустя много лет после открытия остается любимой и применимой.
Спасибо за то, что дочитали до конца! Надеемся, статья вам понравилась. Если так – мы еще раз приглашаем вас в наш тг-канал Data Secrets. Мы команда практикующих ML-инженеров, и каждый день мы первыми освещаем новинки, пишем разборы статей и делимся прикладными материалами. А еще наше большое сообщество всегда радо новым специалистам и энтузиастам, так что подписывайтесь!
Ну и бонус на последок: наша авторская подборка лучших мемов про YOLO :)
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19.11.25 08:11
JuneWatkins
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19.11.25 08:26
elizabethmadison
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19.11.25 08:27
elizabethmadison
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19.11.25 16:30
marcushenderson624
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19.11.25 16:30
marcushenderson624
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20.11.25 15:55
mariotuttle94
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21.11.25 10:56
marcushenderson624
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21.11.25 10:56
marcushenderson624
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22.11.25 04:41
VERONICAFREDDIE809
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22.11.25 22:04
wendytaylor015
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22.11.25 22:04
wendytaylor015
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22.11.25 22:05
wendytaylor015
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23.11.25 03:34
Matt Kegan
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23.11.25 09:54
elizabethrush89
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23.11.25 18:01
mosbygerry
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24.11.25 11:43
michaeldavenport238
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24.11.25 11:43
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.11.25 16:34
Mundo
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25.11.25 05:15
michaeldavenport218
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25.11.25 13:31
mickaelroques52
CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
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25.11.25 13:31
mickaelroques52
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26.11.25 18:18
harristhomas7376
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26.11.25 18:20
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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27.11.25 10:56
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 10:56
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 20:04
deborah113
Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
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27.11.25 23:48
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 23:48
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 00:08
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
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28.11.25 11:15
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 11:15
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 11:43
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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28.11.25 11:43
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.11.25 20:37
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.12.25 12:27
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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01.12.25 12:27
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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01.12.25 23:45
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.12.25 23:45
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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02.12.25 02:21
donald121
In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
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02.12.25 15:05
Matt Kegan
Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
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03.12.25 09:22
tyrelldavis1
I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
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03.12.25 21:01
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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03.12.25 22:17
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 01:37
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 01:37
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 04:35
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 10:32
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 18:25
smithhazael
Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
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04.12.25 21:45
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 21:45
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.12.25 08:35
into11
The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
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05.12.25 08:48
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 01:44
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 01:48
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 10:36
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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06.12.25 10:36
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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06.12.25 10:39
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.12.25 10:42
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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07.12.25 08:43
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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08.12.25 02:17
liam
I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life
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08.12.25 09:07
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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09.12.25 00:18
swanky
For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
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09.12.25 01:01
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
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09.12.25 05:44
swanky
For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
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09.12.25 10:24
lane3215
It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
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09.12.25 10:25
lane3215
It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
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09.12.25 14:16
Matt Kegan
Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
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12.12.25 22:38
swanky
After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
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13.12.25 08:22
Natasha Williams
I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
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13.12.25 08:23
Natasha Williams
I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
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13.12.25 08:28
Natasha Williams
I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
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13.12.25 15:29
Anthonymorphy30
⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]
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13.12.25 18:52
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
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13.12.25 18:54
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
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18.12.25 12:12
Anthony Irvin
I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
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18.12.25 13:24
Regency Victorian
I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
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18.12.25 20:54
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
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18.12.25 20:55
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
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18.12.25 21:02
James Robert
This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
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18.12.25 21:02
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
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20.12.25 16:03
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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06.01.26 00:54
justineluscacio
I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
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06.01.26 15:05
justineluscacio
I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
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06.01.26 16:06
justineluscacio
Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
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06.01.26 16:07
justineluscacio
Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
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06.01.26 16:14
justineluscacio
I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
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06.01.26 17:03
Matt Kegan
Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
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09.01.26 17:11
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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10.01.26 14:28
justineluscacio
I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
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11.01.26 03:16
austinjarvis
I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
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12.01.26 16:24
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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13:04
Kelvin Alfons
Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
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13:05
Kelvin Alfons
Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
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15:53
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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