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Портретная гармонизация изображений

Привет! В данной публикации команда RnD CV из SberDevices познакомит вас с нашим подходом к решению задачи повышения степени реалистичности портретных изображений (по-научному — портретной гармонизации изображений). Мы провели ряд исследований и готовы представить:

PHNet — новую архитектуру нейронной сети, которая решает задачу портретной гармонизации;
FFHQH — крупномасштабный датасет из 70000 экземпляров, основанный на FFHQ датасете от Nvidia.

Наши исследования могут быть применены в различных продуктах и сервисах, в частности для SberJazz в задаче замены фона и гармонизации портрета, а также в GigaChat при добавлении модальностей «статичное изображение» и «видео» в сервис. Кроме того, наши наработки могут быть полезны в решении задачи Image Enhancement и в задаче манипуляции с изображениями, где требуется заменить / удалить / добавить объекты на фото, например в Kandinsky в режиме смешивания картинок. Также, с помощью нашего решения можно создавать синтетические датасеты.

В данной статье мы расскажем о задаче гармонизации, об отличительных сторонах портретной гармонизации, поделимся подробностями об архитектуре модели, используемых датасетах и проведенных экспериментах. В конце статьи будут представлены примеры работы модели и получившиеся метрики.

Также мы оценили другие open-source решения, являющиеся лучшими в задаче гармонизации. Мы обучили их на нашем датасете FFHQH, и показали, что архитектура PHNet является state-of-the-art (лучшей) в задаче портретной гармонизации.

Описание задачи

В начале обсудим классическую задачу гармонизации изображений.

Гармонизация — это не только исправление цветовых характеристик для имеющегося объекта на фотографии, но и для объекта, перенесенного с одного фона на другой. Последнее также влечет за собой неконсистентность между объектом и новым фоном.

При добавлении объекта на новый фон, как правило, на переднем плане фотографии есть объект, не сочетаемый с этим фоном в терминах контрастности, яркости, насыщенности и в прочих цветовых характеристиках. Для извлечения объекта из изображения используется маска .

Пример из датасета HFlickr

Область первой фотографии является неконсистентной области . Вторая фотография показывает маску области . Третья фотография является гармонизированной.

Задача — изменить этот объект так, чтобы он стал гармонизирован (реалистичен) относительно области . Гармонизированное изображение — это линейная комбинация следующего вида:

$I_{harmonized} = f(I_{composite}, M) \cdot M + I_{composite} \cdot (1 - M),$

где $I_{composite}$ — RGB картинка, на которой находится негармонизированный объект, — алгоритм или нейронная сеть, $f(I_{composite}, M)$ — изображение с гармонизированным и естественным объектом, которое предсказывает . Объект извлекается из полученного изображения с помощью маски.

Задача портретной гармонизации представляет собой подтип классической задачи гармонизации, в котором объектом является портрет человека. Она более сложна не только технически, но и ввиду отсутствия необходимых наборов данных, так как в открытом доступе практически нет датасетов для этой задачи, а публично доступный датасет FFHQ состоит из фотографий с большой площадью человеческих лиц. Таким образом, фон, содержащий информацию о том как нужно преобразовать объект на переднем плане, занимает в разы меньше места.

Примеры из датасета FFHQ от Nvidia

Архитектура

Мы разработали нейронную сеть, названную PHNet (Patch Harmonization Network) для решения задачи портретной гармонизации.

PHNet — это Unet архитектура, использующая Patch-based normalization (PN) модуль в блоках декодера и Patch-based feature extraction (PFE) в начале. Далее блоки будут объяснены.

Архитектура PHNet

PN-блок использует статистические методы переноса цвета (color transfer), вычисляя при этом следующие глобальные статистики:

$\mu_{glob}(I) = \frac{\sum\limits_{x \in I}{x}}{N} ,\: \sigma_{glob}(I) = \sqrt\frac{\sum\limits_{x \in I}{(x-\mu_{glob}(I))^2}}{N}$

В формуле — это количество пикселей во входном тензоре $I \in R^{C_i\times H_i\times W_i}$ .
В 4–6 этапах декодера входом в PN-блок является тензор из прошлого этапа декодера и уменьшенная версия маски $\hat{M} \in R^{1\times H_i\times W_i}$ .

Чтобы получить тензоры, характеризующие foreground и background области изображения — попиксельно умножается на и 1 - M соответственно.
После умножения получаются: $F \in R^{C_i\times H_i\times W_i}$ и $B \in R^{C_i\times H_i\times W_i}$ .

Далее опишем 2 этапа гармонизации:

Глобальная гармонизация — это преобразование цветового распределения для переднего плана (foreground) в стандартное нормальное и приведение получившегося к распределению для заднего плана (background).
Для и вычисляются глобальные статистики: $\mu_{glob}(F)$ , $\mu_{glob}(B)$ , $\sigma_{glob}(B)$ , $\sigma_{glob}(F)$ по формулам, которые приведены выше. Все статистики вычисляются на каждый канал. Результатом глобальной гармонизации является $\hat{F}_{glob}$ :
$\hat{F}_{glob} = [F - \mu_{glob}(F)] \cdot \frac{\sigma_{glob}(B)}{\sigma_{glob}(F)} + \mu_{glob}(B)$
На этой стадии background часть тензора остается неизменной;
Локальная гармонизация состоит из использования локальных статистик, подсчитанных по патчам. Patch — это квадратная часть исходного изображения (или массива).
Пример с разбиением картинки на 16 патчей
Для локальной гармонизации тензора вычисляются статистики среднего и отклонения на каждый патч и агрегируются вместе с обучаемыми параметрами $\alpha$ и $\beta$ :
$\mu_{loc}^{i}(I) = \frac{\sum\limits_{x \in p(I, i)}{x}}{N_i} , \mu_{loc}(I) = \sum_{i=1}^{P} \alpha^i(I) \cdot \mu_{loc}^{i}(I),$ $\sigma_{loc}^{i}(I) = \sqrt\frac{\sum\limits_{x \in p(I, i)}{(x-\mu_{loc}^{i}(I))^2}}{N_i}, \sigma_{loc}(I) = \sqrt{\frac{\sum_{i=1}^{P}\beta^i(I) \cdot \sigma_{loc}^i(I)^2}{P}},$
где находится в диапазоне от 1 до количества патчей .
Далее подсчитываются результаты локальной гармонизации:
$\hat{F}_{loc} = [F - \mu_{glob}(F)] \cdot \frac{\sigma_{loc}(B)}{\sigma_{glob}(F)} + \mu_{loc}(B)$ $\hat{B}_{loc} = [B - \mu_{glob}(B)] \cdot \frac{\sigma_{loc}(B)}{\sigma_{glob}(B)} + \mu_{loc}(B)$

Результатом работы PN-блока является:

$N(F, B, M) = \tilde F \cdot M + \tilde B\cdot(1 - M),$

где $\tilde F = w_0 \cdot \hat{F}_{loc} + w_1 \cdot \hat{F}_{glob} + w_2$ и $\tilde B = \gamma_0 \cdot \hat{B}_{loc} + \gamma_1 \cdot B + \gamma_2$ .
$w_0, w_1, w_2, \gamma_0, \gamma_1, \gamma_2$ — это обучаемые параметры.

Мотивацией PN-блока является улавливание визуального стиля области background и введение информации в foreground. Это отличается от batch normalization-слоёв, в которых нормализация происходит в обеих областях с одинаковыми средним и дисперсией.

Визуализация блока Patch-based Normalization (PN)

В ряде экспериментов мы выявили, что использование PN-модулей в трёх блоках декодера — является оптимальным с точки зрения метрики. Они показаны на рисунке «Архитектура PHNet» в 4, 5 и 6 блоках декодера.

PFE-модуль представляет уже знакомый PN-блок с обучаемыми w_0, w_1 параметрами, в то время как все остальные остаются фиксированными. Выход PFE-блока адаптивно усредняется и полученные коэффициенты перевзвешивают веса в SE-блоке.

Интуиция такого блока исходит из экспериментов с $I_{composite}$ , где можно манипулировать передним планом, чтобы он сливался с фоном до такой степени, что почти исчезал, при этом сохраняя цветонезависимые атрибуты, как показано в рисунке «Архитектура PHNet».

iHarmony4

Самым используемым датасетом в задаче гармонизации является iHarmony4. Он состоит из 4 других датасетов: HCOCO, HAdobe5k, Hday2night, HFlickr. Как уже было сказано, гармонизировать изображение — это изменить цветовые характеристики объекта на переднем плане.

В случае iHarmony4, датасет составляли с помощью:

Настройки аугментаций; при составлении 2 из 4 датасетов использовался подход с привлечением фотографов, которые двигали ползунки цветовых характеристик в фотошопе. Таким образом, имея исходное изображение $I_{real}$ и маску объекта переднего плана , фотографы изменяли, уже упомянутый копии $I_{real}$ , создавая $I_{composite}$ ;
Алгоритма переноса цвета; при разметке $I_{composite}$ фотографий из 2 других датасетов использовали алгоритм:
- Для текущей пары $<I_{real}, M>$ находят референсную фотографию (reference) из этого же датасета; если , содержит, например, собаку, тогда reference-фотография тоже её включает;
- Для объекта переднего плана reference-фотографии определяют набор цветовых характеристик (тон, светлота и прочее);
- Переносят их на объект текущей пары; таким образом, формируется триплет $<I_{real}, M, I_{composite}>$ , где $I_{composite}$ — это копия $I_{real}$ в зоне , с перенесенными цветовыми характеристиками объекта внутри .

На переднем плане датасет iHarmony4 включает такие объекты как: животные, люди в полный рост, предметы интерьера и другие объекты, но он не является портретным.

В общей сумме датасет содержит 73146 триплетов $<I_{real}, M, I_{composite}>$ , из которых 7404 приходится на тестовую (она же валидационная) выборку.

FFHQH

Для создания нашего собственного портретного датасета мы использовали датасет FFHQ, который содержит только множество портретных изображений $I_{real}$ без масок. Таким образом, нам нужно не только создавать $\{I_{composite}\}$ , но и маски $\{M\}$ .

Процесс получения $I_{composite}$ и следующий:

Предсказание портретных масок людей с использованием архитектуры матирующей нейронной сети StyleMatte, примененной к реальным изображениям;
Бинаризация полученных масок по стандартному порогу probability = 0,5. Такой порог был выбран исходя из гистограммы распределения масок. На этом этапе маска сформирована;
Применение аугментаций к реальным изображениям в области маски :
- ColorJitter: brightness (0,5), contrast (0,4), saturation (0,06), hue (0,05);
- RandomPosterize (p=0,5; range=6);
- RandomAdjustSharpness (p=0,5; range=4);
Диапазон параметров аугментаций тщательно выбирался, чтобы избежать сильных и неестественных цветовых искажений. Применяемые аугментации являются разнородными с точки зрения цветовых преобразований;
Таким образом, фон объекта остался нетронутым, а человек на портрете видоизменился и стал не консистентным с фоном, тем самым $I_{composite}$ сформирован.

Примеры FFHQH датасета

Датасет FFHQH был разделён на 3 выборки: 60000 триплетов — для обучения, 5000 — для валидации и 5000 — для тестирования.

Эксперименты и результаты

Данные
Мы обучили 2 модели и провели эксперименты на iHarmony4 и FFHQH.

Предобработка изображений
Мы не экспериментировали с аугментациями, и использовали только горизонтальное отражение во всех своих экспериментах. Фотографии перед подачей в PHNet переводились в диапазон [0; 1].

Метрики
В качестве основной метрики в этой задаче используется PSNR:

$PSNR = 10 \cdot log_{10}(\frac{MAX^2}{MSE})$

Оставим 2 важных ремарки. Во-первых, авторы других работ, считают метрики по разному.

В качестве MAX значения, в одних работах использовали 255, а в других — максимальное пиксельное значение $I_{real}$ (картинки кодируются от 0 до 255, но не всегда последнее присутствует в фото). Также мы видели реализацию когда MAX значением является разница между максимумом и минимум $I_{composite}$ .

Выбор MAX значения важен, так как напрямую влияет на значение PSNR. На странице paperswithcode есть топ моделей по решению задачи гармонизации, и например, авторы HDNet используют 255 в качестве MAX значения, а DucoNet и ряд других работ используют пиксельный максимум $I_{real}$ .
В своих экспериментах мы также выбираем MAX равным максимальному значению пикселей в $I_{real}$ из-за частоты использования.

Вторая ремарка — авторы используют небинарные маски для подсчета метрик. Мы не согласны с этим, так как три из четырёх датасетов в iHarmony4 содержат бинарные маски, и зачем считать метрики на других — не ясно. Мы попытались узнать об этом у авторов 4 работ, но ответа не получили.

PSNR и MSE (от которой зависит первый) можно подсчитать, используя не все пиксели изображения, а только принадлежащие foreground области. Такие метрики обозначаются fPSNR и fMSE.

Функции потерь
Мы используем 3 лосс функции: MSE, нормализованный на область (FN-MSE), градиентный и PSNR-Loss:

$PSNR\_Loss = \frac{100}{log_{10}(\frac{MAX}{\sqrt{MSE}})}$

Перейдём к результатам.

Сравнение моделей на тестовом множестве iHarmony4

Жирным цветом отображён лучший результат.

Из таблицы видно, что PHNet не является идеальной моделью для задачи обычной гармонизации, несмотря на то, что получена лучшая метрика на трёх из четырех датасетах. Это связано с тем, что PHNet не специализируется на изображениях, маска которых занимает малую площадь (78% масок iHarmony4 датасета занимают менее 15% площади изображения $I_{real}$ ).

В разрезе масок (объектов), занимающих разную площадь в iHarmony4, ситуация следующая:

Сравнение моделей с различным соотношением переднего плана

Данная таблица подтверждает, что PHNet не так хорош для объектов малой площади, как для больших.

И наконец результаты на нашем датасете FFHQH:

Сравнение моделей на тестовом множестве FFHQH

Все перечисленные модели обучены на нашем датасете FFHQH. Мы использовали параметры обучения, которые авторы применяли в своих статьях, и адаптировали их репозитории, сохраняя лучшую модель по метрике PSNR на валидации.

Все маски FFHQH имеют площадь больше 40%, что делают эту задачу нетривиальной и сложной, но как видно из результатов, PHNet справился с ней с большим отрывом от конкурентов. Итоговая модель имеет 39,9 миллионов параметров и весит 153 МБ. FPS на Intel H470 CPU в одном потоке — 1.01, а на NVIDIA Tesla V100 — 34.49.

Модели обучались и сравнивались на разрешении 256×256.

Примеры работы

Мы приводим два типа визуализации: сравнение PHNet с другими моделями для двух датасетов и демонстрация работы на FFHQH.

Визуальное сравнение на FFHQH

Ground Truth обозначает $I_{real}$ .

Визуальное сравнение на iHarmony4

4 столбец: предсказания PHNet

Заключение

В этой статье мы рассказали о задаче гармонизации изображений и как мы её решали в нашей команде в SberDevices. Мы создали FFHQH — первый крупномасштабный датасет для портретной гармонизации и выложили его в открытый доступ.

Коллектив авторов

Ефремян Карен, Петрова Елизавета, Каськов Евгений, Капитанов Александр

Ссылки

Также у нашей команды есть телеграм-канал, где мы рассказываем о результатах нашей работы, делимся идеями и неудачами. Подписывайтесь.

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6 мар. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

COMMENT ON I NEED A HACKER TO RECOVER MONEY FROM BINARY TRADING. HIRE FASTFUND RECOVERY
25.11.24 02:20 briankennedy

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26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

FAST SOLUTION FOR CYPTOCURRENCY RECOVERY SPARTAN TECH GROUP RETRIEVAL
26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
27.11.24 00:39 [email protected]

Although recovering lost or inaccessible Bitcoin can be difficult and unpleasant, it is frequently possible to get back access to one's digital assets with the correct help and direction. Regarding the subject at hand, the examination of Trust Geeks Hack Expert Website www://trustgeekshackexpert.com/ assistance after an error emphasizes how important specialized services may be in negotiating the difficulties of Bitcoin recovery. These providers possess the technical expertise and resources necessary to assess the situation, identify the root cause of the issue, and devise a tailored solution to retrieve the lost funds. By delving deeper into the specifics of Trust Geeks Hack Expert approach, we can gain valuable insights into the nuances of this process. Perhaps they leveraged advanced blockchain analysis tools to trace the transaction history and pinpoint the location of the missing Bitcoins. Or they may have collaborated with the relevant parties, such as exchanges or wallet providers, to facilitate the recovery process. Equally important is the level of personalized support and communication that Trust Geeks Hack Expert likely provided, guiding the affected individual through each step of the recovery effort and offering reassurance during what can be an anxious and uncertain time. The success of their efforts, as evidenced by the positive outcome, underscores the importance of seeking out reputable and experienced service providers when faced with a Bitcoin-related mishap, as they possess the specialized knowledge and resources to navigate these challenges and restore access to one's digital assets. Email.. [email protected]
27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.
01.12.24 17:21 KollanderMurdasanu

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02.12.24 23:02 ytre89

Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
04.12.24 22:24 andreygagloev

When I first heard about Bitcoin back in 2018, I was skeptical. The idea of a decentralized, digital currency seemed too good to be true. But I was intrigued as I learned more about the technology behind it and its potential. I started small, investing just a few hundred dollars, dipping my toes into the cryptocurrency waters. At first, it was exhilarating to watch the value of my investment grow exponentially. I felt like I was part of the future, an early adopter of this revolutionary new asset. But that euphoria was short-lived. One day, I logged into my digital wallet only to find it empty - my Bitcoin had vanished without a trace. It turned out that the online exchange I had trusted had been hacked, and my funds were stolen. I was devastated, both financially and emotionally. All the potential I had seen in Bitcoin was tainted by the harsh reality that with decentralization came a lack of regulation and oversight. My hard-earned money was gone, lost to the ether of the digital world. This experience taught me a painful lesson about the price of trust in the uncharted territory of cryptocurrency. While the technology holds incredible promise, the risks can be catastrophic if you don't approach it with extreme caution. My Bitcoin investment gamble had failed, and I was left to pick up the pieces, wiser but poorer for having placed my faith in the wrong hands. My sincere appreciation goes to MUYERN TRUST HACKER. You are my hero in recovering my lost funds. Send a direct m a i l ( muyerntrusted ( @ ) mail-me ( . )c o m ) or message on whats app : + 1 ( 4-4-0 ) ( 3 -3 -5 ) ( 0-2-0-5 )
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY... A few months ago, I made a huge mistake. I invested in what seemed like a legitimate crypto opportunity, only to find out I’d been scammed. I lost a significant amount of money, and the scam platform vanished overnight. I felt completely lost.I had heard of Fastfund Recovery and decided to reach out, even though I was skeptical. From the first conversation, they made me feel heard and understood. They explained the recovery process clearly and kept me updated every step of the way.Within weeks, Fastfund Recovery successfully to recovered my lost funds—something I honestly didn’t think was possible. Their team was professional, transparent, and genuinely caring. I can’t thank them enough for turning a nightmare into a hopeful outcome. If you’re in a similar situation, don’t hesitate to contact them. They truly deliver on their promises. Gmail::: fastfundrecovery8(@)gmail com .....Whatsapp ::: 1::807::::500::::7554
19.12.24 17:07 rebeccabenjamin

USDT RECOVERY EXPERT REVIEWS DUNAMIS CYBER SOLUTION It's great to hear that you've found a way to recover your Bitcoin and achieve financial stability, but I urge you to be cautious with services like DUNAMIS CYBER SOLUTION Recovery." While it can be tempting to turn to these companies when you’re desperate to recover lost funds, many such services are scams, designed to exploit those in vulnerable situations. Always research thoroughly before engaging with any recovery service. In the world of cryptocurrency, security is crucial. To protect your assets, use strong passwords, enable two-factor authentication, and consider using cold wallets (offline storage) for long-term storage. If you do seek professional help, make sure the company is reputable and has positive, verifiable reviews from trusted sources. While it’s good that you found a solution, it’s also important to be aware of potential scams targeting cryptocurrency users. Stay informed about security practices, and make sure you take every step to safeguard your investments. If you need help with crypto security tips or to find trustworthy resources, feel free to ask! [email protected] +13433030545 [email protected]