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Правит картинки силой слов: редактор изображений от Сбера с попиксельной точностью

Пример работы нашей модели. Только текстовые запросы — никаких масок!
Пример работы нашей модели. Только текстовые запросы — никаких масок!

Эпоха умного редактирования изображений наступила: ChatGPT, Gemini и Grok — крупнейшие игроки мировой AI-арены — один за другим представили инструментарий «умного фотошопа». Достаточно прикрепить картинку, попросить что-нибудь на ней изменить — и желание будет исполнено! Или не будет?

Проблема в том, что не каждый редактор изображений способен сохранять детали оригинала: изменяются люди, искажаются уникальные объекты, композиция, детали, ракурс и многое другое. Нередко хочется получить результат как от мастера фотошопа: чтобы менялись только требуемые участки, а остальное сохранялось неизменным. Например, удалить людей на заднем фоне фото из отпуска, оставив только безбрежное море за спиной. Вот бы можно было, валяясь на пляже, безо всяких сложностей отправить фотографию в удобный сервис на смартфоне, написать пару слов (что отредактировать), а результат просто репостнуть!

Наша команда загорелась этой задачей довольно давно — и сегодня, пройдя долгий путь проб и ошибок, мы с гордостью представляем вам проект с рабочим названием MALVINA (Multimodal Artificial Language VIsion Neural Assistant). Malvina уже стал частью сервиса GigaChat и доступна всем желающим! Более того: и по метрикам, и по мнению пользователей, наша модель обходит в редактировании изображений даже GPT-4o, Gemini и Grok!

Мы вас заинтриговали? Тогда приятного прочтения!

Мы расскажем вам:

  1. как устроено редактирование изображений в современных моделях;

  2. как ассистента для редактирования изображений собирали и обучали мы;

  3. насколько наша модель эффективна по сравнению с аналогами.

И, конечно, поделимся множеством примеров работы.

А если не терпится попробовать нашего ассистента на деле, то добро пожаловать: [GigaChat телеграм-бот].

Задача редактирования

Решение любой задачи начинается с постановки. В контексте моделей машинного обучения редактирование изображений может выглядеть очень по-разному:

  • редактирование изображения на основе задаваемых пользователем ключевых точек или масок (inpaint-подходы);

  • перегенерирование с сохранением только структуры (например, ControlNet);

  • попиксельные изменения с сохранением всех не затрагиваемых участков;

  • «перерисовывание по мотивам»;

и ещё много других способов.

В нашем случае редактирование изображений — это сложные, осмысленные изменения в структуре, стиле, семантике изображения, задаваемые текстовым промптом пользователя, при максимальном попиксельном сохранении оригинала. Нас интересует только этот, самый захватывающий способ — инструкции в естественных формулировках. Например, вот так:

Запрос пользователя: «на переднем плане, справа от стола, нарисуй фарфоровую миниатюрную куклу в платье в стиле 18 века»
Запрос пользователя: «на переднем плане, справа от стола, нарисуй фарфоровую миниатюрную куклу в платье в стиле 18 века»

Ничего больше. Никаких точек, масок, карт глубин или зон интереса — только оригинальное изображение и запрос на естественном языке.

Задача на самом деле очень сложная. Чтобы справляться с произвольными запросами редактирования, модель должна обладать глубокими познаниями о самых разных аспектах нашего мира, и уметь этими знаниями пользоваться.

Но речь, конечно, не только о добавлении объектов. От моделей-редакторов ожидается выполнение:

  • семантических изменений: добавление, удаление, замена объекта или фона, смена выражения лица;

  • стилистических изменений: замена цвета или текстуры объекта, общая смена стиля;

  • структурных изменений: перемещение объекта, смена размера и формы, замена действия или позы, смена ракурса.

Пример результатов работы подобной модели: исходники слева, результаты справа, пользовательские запросы сверху. Модель: InstructPix2Pix
Пример результатов работы подобной модели: исходники слева, результаты справа, пользовательские запросы сверху. Модель: InstructPix2Pix

Ещё раз обратим внимание, что нас интересует именно pixel-perfect редактирование:

Слева направо: оригинал, мы (Malvina), GPT-4o. GPT, хоть и нарисовал красиво, полностью изменил и крокодила, и мир вокруг.
Слева направо: оригинал, мы (Malvina), GPT-4o.
GPT, хоть и нарисовал красиво, полностью изменил и крокодила, и мир вокруг.

Ремарка: здесь и далее мы называем такой способ редактирования попиксельным (pixel-perfect) на уровне визуального восприятия. Фактически же это не совсем так. Диффузионная модель по своей шумовой природе всё-таки искажает значения всех пикселей изображения, но на совершенно незначительные величины. Мы успешно боремся с этим явлением, и оно в большинстве случаев не заметно человеческому глазу.

Теперь, когда мы понимаем общую постановку задачи, давайте посмотрим, как с ней справляются лучшие современные модели.

Как гиганты картинки редактируют

Существует множество способов построения пайплайна редактирования изображений. В центре внимания большинства успешных решений — использование мощных предварительно обученных моделей, обладающих обобщёнными знаниями о визуальном мире. Эти модели могут быть как специализированными генеративными (например, диффузионные модели вроде Stable Diffusion), так и универсальными мультимодальными системами с авторегрессионной архитектурой (например, GPT-4o, Gemini 2, Grok).

Редактирующие возможности могут достигаться с помощью:

  • дообучения или адаптации существующих весов (возможно, с частичной заморозкой);

  • интеграции дополнительных модулей (например, контроллеров, адаптеров или визуальных промптов);

  • либо — в случае мультимодальных моделей — через обучение на специально подобранных парах «инструкция — результат редактирования» в авторегрессионной парадигме.

В общем, исследователи пытаются любыми способами воспользоваться «знаниями» базовой модели для решения задачи редактирования.

Что касается метрик, то в оценке качества редактирования полная свобода для творчества: можно придумывать свои метрики, можно обучать reward-модель, привлекать людей (SBS).

Всё чаще применяется дообучение моделей с учётом предпочтений человека (DPO, RLHF), что позволяет улучшать субъективное качество и управляемость редактирования.

Мы, по многим причинам (в том числе из-за нацеленности на попиксельное редактирование), выбрали для себя подход с использованием диффузионных моделей. Но существует множество альтернативных подходов. Один из самых многообещающих и красивых — авторегрессия (AR).

Заметим, что здесь довольно сложно провести чёткую границу между диффузией и авторегрессией: AR тоже может использовать диффузионные модели, например при детокенизации или для финального улучшения детализации. И эмбеддинги для диффузии могут генерироваться авторегрессионно. Поэтому в этой статье мы условно разделяем подходы в зависимости от того, как выполняется основная (вычислительно) часть генерации изображения.

Давайте разберёмся, чем отличается диффузионный подход от авторегрессионного, и почему мы, в отличие от OpenAI, Google и X, взяли за основу первый (хотя активно экспериментируем и с AR).

Диффузия или авторегрессия?

Классическая авторегрессия на трансформере смотрит на изображение как на последовательность элементов: пикселей, патчей или токенов (например, полученных из VQ-VAE). Модель предсказывает их по одному — так же, как LLM предсказывают текстовые токены. Это позволяет ей «рассуждать» на высоком уровне: AR-модели легко добавляют в сцену новые предметы, перестраивают композицию, комбинируют стили (например, DALL-E, Parti).

Обратная сторона такого подхода — хрупкость деталей. Любая небольшая ошибка в раннем токене растёт лавинообразно и становится сильно заметной на конечном изображении. Поэтому методы редактирования изображений, основанные на AR, зачастую «рисуют по мотивам», а не редактируют. Впрочем, во многих других случаях это едва заметно для пользователя.

Диффузия идёт от обратного: она не достраивает картинку, а постепенно очищает её от шума за 10-100 последовательных шагов.

Существуют даже дистиллированные варианты, способные делать это в 1-4 шага (например, FLUX.1-dev).

Главное достоинство диффузии в том, что все пиксели присутствуют на каждом шаге, поэтому модель видит целое изображение и с лёгкостью может внести локальное изменение, не затронув остальное. Многие проблемы AR-подходов диффузии просто не знакомы — хотя глобальные преобразования ей, действительно, даются значительно тяжелее.

Немного спекуляции

Теперь, когда мы разобрались в разнице подходов, давайте попробуем предположить, что находится под капотом у самых мощных на данный момент методов, позволяющих (в той или иной мере) редактировать изображения.

GPT-4o

Нельзя знать наверняка, но, судя по публичным демонстрациям, GPT-4o от OpenAI — это гибрид: VAR (Visual Autoregressive Modeling), который генерирует изображение по уровням разрешения, пока не достигнет целевого размера, плюс лёгкая пост-диффузия для сглаживания артефактов. Предположение основано на том, как GPT-4o реагирует на запрос редактирования:

  1. сначала нам показывают размытое изображение;

  2. затем, на последнем шаге, изображение генерируется построчно и заметно медленно;

  3. после завершения генерации изображение «моргает», прибавляя в деталях.

Подобный гибридный подход хорошо работает для сложных и глобальных преобразований (поэтому так «выстрелил» Ghibli-стиль), но пока не даёт гарантированной попиксельной точности.

Gemini 2.0 Flash Experimental

Подробностей немного. Однако по описанию и работе очевидно, что также применяется авторегрессия при помощи единой мультимодальной модели.

Grok

Модель компании X использует Aurora — чисто авторегрессионную Mixture-of-Experts модель.

Наше решение

Мы же пошли вглубь диффузионного стека, усиленного лучшими достижениями в VLM — и получили Malvina, которая правит кадр так же аккуратно, как ретушёр-профессионал, а не рисуя «картинку по мотивам».

Как мы обучались

Итак, мы объяснили, почему остановились на диффузионном подходе. Давайте вкратце посвятим вас в архитектуру и процесс обучения Malvina.

Архитектура

«Мозг» нашего пайплайна — VLM-модель.

Есть несколько устоявшихся аббревиатур для мультимодальных и визуальных крупных моделей: VLM, LVM, VLLM (Visual Large Language Model), MLLM (Multimodal Large Language Model). Используемые нами далее модели технически являются MLLM, однако мы пользуемся только визуальной и текстовой модальностями, поэтому здесь и далее будем называть их VLM.

Откуда взялась VLM, если мы говорили, что используем диффузионный подход? Дело в том, что подаваемые на вход диффузии картинку и текстовый запрос нужно как-то связать. Ранее для этого чаще всего использовали текстовые энкодеры (как правило, из CLIP). Однако исследователи заметили, что таким энкодерам недостаёт мощности, предложив вместо них использовать VLM-модели (см. SmartEdit). Более того, сильный ризонинг и глубокие знания таких моделей можно попытаться извлечь и использовать в задаче редактирования. Без этих характеристик решение поставленной задачи не было бы возможным.

Таким образом, вот общая архитектура Malvina:

Концептуальная схема архитектуры Malvina. Мы всё ещё много экспериментируем с подробностями, но общий пайплайн налажен.
Концептуальная схема архитектуры Malvina. Мы всё ещё много экспериментируем с подробностями, но общий пайплайн налажен.

Мы пробовали множество вариантов диффузионной базовой модели: Stable Diffusion, Kandinsky, FLUX… Пока мы остановились на сильном решении с 6 млрд параметров, но продолжаем пробовать — такой простор для исследований достоин отдельной статьи.

На роль VLM же отлично подошёл GigaChat Vision — наше собственное, проприетарное решение.

Таким образом, на схеме мы видим следующий пайплайн:

  1. оригинальное изображение и текстовый запрос на редактирование подаются в GigaChat Vision;

  2. GigaChat Vision извлекает необходимые эмбеддинги, также формируя экспрессивную инструкцию (см. MGIE);

  3. полученные эмбеддинги и экспрессивная инструкция поступают в блок Mixture-of Experts — такое решение хорошо адаптируется под различные задачи редактирования;

  4. оригинальное изображение подаётся на вход диффузии, процесс обуславливается выходными данными MoE-адаптера.

Давайте разберём подробнее каждый шаг. Существует два основных способа получения текстового условия из VLM:

  1. Авторегрессионная генерация дополнительных IMG-токенов, которые передают инструкцию диффузионной модели. В этом случае словарь VLM расширяется небольшим количеством дополнительных токенов — следовательно, размораживаются слой эмбеддингов и голова LLM. Далее модель обучается предсказывать IMG-токены в ответ на запрос пользователя.

  2. Использование обучаемых токенов без разморозки VLM. Здесь на вход модели подаются N обучаемых токенов, которые в процессе прохождения через сеть обогащаются контекстом запроса и референс-изображения. Количество токенов N ограничено максимальной ёмкостью текстового энкодера диффузии. Этот подход менее инвазивен: параметры VLM остаются неизменными, а авторегрессионная генерация отсутствует.

Выбор метода извлечения текстового условия напрямую влияет на архитектуру используемого коннектора:

  • При авторегрессионной генерации обычно используется Q-Former, где количество queries соответствует количеству токенов текстового энкодера диффузии. А сгенерированные токены передают информацию в queries через блоки cross attention.

  • При использовании обучаемых токенов применяется стек трансформер-энкодеров, через который проходят токены, обогащённые контекстом.

В обоих случаях задача коннектора — донести сформированный VLM-запрос до этапа диффузии. Наши эксперименты показали, что вне зависимости от выбранного варианта коннектора, добавление в FFN-слои DeepSeek-подобного варианта Mixture-of-Experts значительно расширяет возможности модели в задачах редактирования изображений. Мы предполагаем, что это связано со специализацией отдельных экспертов под различные типы операций редактирования, что позволяет сети эффективнее адаптироваться к разнообразным пользовательским запросам.

Выходы из коннектора передаются в диффузию в виде текстового условия. Вторым условием выступает оригинальное изображение пользователя, благодаря которому модель может сохранять попиксельные детали при генерации.

Добавить это условие в диффузию можно следующими способами:

  1. Универсальный вариант — конкатенация латентов шума и оригинальной картинки с последующей подачей в расширенный проектор-слой диффузии. Этот способ подходит как для U-Net-подобных архитектур, так и для DiT-образных моделей.

  2. Специфичный для трансформеров вариант — латенты шума и оригинальной картинки проецируются сначала в две последовательности токенов, после чего токены объединяются в одну последовательность, которая проходит через диффузионный трансформер. Перед декодером лишние токены исходного изображения отбрасываются, и модель возвращает готовое изображение. Этот подход более органично подходит для попиксельного редактирования, так как на каждом слое диффузии доступны токены исходной картинки.

Сама модель диффузии может остаться неизменной, либо же можно использовать вариант на основе ControlNet.

Данные

Каждый день мы находим новые источники данных, но вот основные на текущий момент:

  • Открытые наборы данных — очевидное решение. Многие исследователи этой задачи выкладывают в открытый доступ наборы данных по редактированию: UltraEdit, Seed-PS, и т. д. Мы тщательно курируем их, очищаем их, фильтруем — и кладём в нашу общую корзинку данных.

  • Данные из смежных задач. Например, из многих видеонаборов, или данных для обучения роботов, или наборов для детекции, сегментации, ризонинга… Мы пишем сложные скрипты для извлечения нужных нам пар картинок, дополнительно обрабатывая и размечая их.

  • Прямой ручной сбор данных. Сложные и высококачественные примеры бывает полезно отдать на автоматизированный или ручной сбор людьми: можно пользоваться уже имеющимися инструментами inpainting’а, использовать графический редактор, или вообще взять фотокамеру со штативом и снимать сцены в виде «до-после». Тут опять простор для воображения.

  • Malvina Self-data. За множество экспериментов мы по метрикам и вручную отбираем лучшие результаты работы нашей модели, и можем использовать их в дальнейших экспериментах.

При этом мы старательно отбираем данные для каждой задачи редактирования наилучшими для неё способами:

  • Для добавления и удаления объектов мы используем видео и inpaint-данные. Добавление и удаление взаимно обратимы, то есть одну пару картинок можно использовать для обеих операций. Хотя в случае с добавлением требуется более точная инструкция: получаем её либо по координатам и названию объекта, либо напрямую VLM-моделью.

  • Для замены объектов мы делаем текстовый inpaint через диффузию.

  • Для стилизации изображений и смены сезонов используем диффузию с ControlNet.

  • Для замены одежды — специализированные модели виртуальной примерочной.

  • Чтобы люди выглядели реалистично, вырезаем их силуэты из изображений и накладываем на фоны с гармонизацией.

  • Данные для многих важных операций мы синтезируем программным путём (размытие, сепия, зашумление, смена яркости, смена контрастности). Более того, подобные примеры можно инвертировать для обучения более сложным операциям: колоризация, восстановление размытия, шумоподавление…

В результате, в последней ревизии датасета у нас набралось более 1,5 млн примеров.

Метрики

Вы можете сказать: «Пусть стандартные метрики оценки близости изображений (PSNR, SSIM) контролируют низкоуровневое качество, а нейросетевые (LPIPS, CLIP-score, DINO-score) — смысловую корректность. Должно же быть этого достаточно?» Давайте посмотрим:

Да, руки здесь не очень, но это роли не играет — не обращаем внимания :)
Да, руки здесь не очень, но это роли не играет — не обращаем внимания :)

Редактирование выполнено ужасно:

  • вокруг тела остался «ореол» из оригинальной картинки;

  • участки между локтями и туловищем вообще не изменились;

  • горную местность будто отрезали детскими ножницами и приклеили размытую картинку озера (с совершенно другим масштабом и ракурсом).

При этом вышеперечисленные метрики показывают высокое качество редактирования. Конечно, даже модели вроде CLIP не могут во всей полноте оценить эстетическую ценность, соблюдение логики и физических законов. Но вспомним: мы уже сталкивались с ограниченностью CLIP, и замена его на VLM значительно улучшила ситуацию. Так почему бы и здесь не воспользоваться мощью какой-нибудь VLM-модели, слегка дообученной под оценку качества?

Мы настроили мощную VLM так: на вход поступает исходное изображение, текстовый запрос редактирования и результирующее изображение, и модель должна оценить качество редактирования по двум критериям (от 1 до 5 каждый): эстетичность и следование инструкции. Среднее геометрическое этих двух оценок мы назвали VLM-score.

Эта метрика значительно точнее и полнее оценивает качество редактирования, но работа VLM обходится довольно дорого по времени и вычислительным ресурсам. Поэтому для замера между чекпоинтами и валидации во время обучения мы используем грубую аппроксимацию VLM-score. Эта аппроксимация представляет собой агрегацию большого набора признаков, которые можно условно разделить на три категории:

  1. признаки типа задачи редактирования;

  2. высокоуровневые признаки, основанные на моделях оценки качества генерации (PickScore, HPSv2);

  3. некоторые признаки на уровне пикселей изображения.

Поверх мы обучили Random Forest. Подобный инжиниринг позволил довольно простой модели давать оценки, сопоставимые по точности с VLM-score.

Мы вкратце рассказали про нашу модель. Теперь покажем, какова Malvina на деле, и сравним её с конкурентами.

Абсолютная мощь

Сначала сравним Malvina с прямыми конкурентами по VLM-score:

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Malvina показывает великолепный результат: на голову выше open-source конкурентов, значительно лучше Grok и немного сильнее Gemini.

С GPT-4o здесь мы не сравниваем: это потрясающая, невероятно мощная модель, с очень высокой исполнительностью и качеством, но с ней очень сложно сравниться напрямую из-за отсутствия сохранения попиксельной идентичности в значительной части случаев.
Другими словами, Malvina и GPT-4o просто решают разные задачи. Даже при SBS-сравнении (Side-by-Side) результат целиком бы зависел от того, как мы сформулируем задание асессорам и как они его интерпретируют.

Так мы поняли, что наш основной конкурент это Gemini от Google. Но как бы хорошо ни работал VLM-score, он всё же довольно плохо улавливает мелкие погрешности, особенно искажения лиц. Поэтому целиком доверять в этой задаче можно только SBS-сравнению с участием людей. Мы собрали примерно 1100 высококачественных профессиональных фотографий, а запросы на редактирование написали вручную.

Результаты SBS
Результаты SBS

По мнению реальных пользователей мы значительно обошли Gemini по качеству! Напомним, что в SBS-сравнении изображения произвольно перемешиваются и выбор происходит «вслепую».

Рассмотрим оценки по категориям:

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Gemini чуть-чуть обходит Malvina лишь в двух операциях: добавление объекта (очень сложная задача) и раскрашивание фотографии (очень неоднозначная задача, оценка асессора зависит от личных предпочтений).

Рассмотрим некоторые примеры из этого сравнения (сейчас мы их упорядочили и пометили для вашего удобства, асессоры же оценивали без меток и с ответами в произвольном порядке).

Во-первых, наш ассистент отлично справляется с реставрацией объектов, порой даже со сложными повреждениями:

исправь, чтобы телефон стал как новый
исправь, чтобы телефон стал как новый
отреставрируешь дедушкину машину на фото?
отреставрируешь дедушкину машину на фото?

Во-вторых, Malvina способна на сложнейшие задачи удаления:

Уберите мужчину с изображения, оставив только женщину
Уберите мужчину с изображения, оставив только женщину
удали бутыль!
удали бутыль!
убери человека!
убери человека!
удали таксофон сзади, пожалуйста!
удали таксофон сзади, пожалуйста!
убери шапку
убери шапку

В том числе, удаление текста:

убери надпись
убери надпись
убери все буквы и цифры с дощечек
убери все буквы и цифры с дощечек

Также модель отлично работает с фонами, удаляет и заменяет их:

сделай его без фона
сделай его без фона
пусть фон станет городским
пусть фон станет городским

Да и не только фон! Наш ассистент силён в замене любых, даже довольно сложных участков:

вместо мебели слева поставь рояль
вместо мебели слева поставь рояль
пусть на лугу пасутся коровы, а в небо добавь радугу
пусть на лугу пасутся коровы, а в небо добавь радугу
вместо статуи сделай вазу с цветами
вместо статуи сделай вазу с цветами
Переделай цвет поля на бежевый, как у колосящейся пшеницы
Переделай цвет поля на бежевый, как у колосящейся пшеницы

Ассистент также способен на стилизацию, зачастую очень достойную:

В стиле Сальвадора Дали
В стиле Сальвадора Дали
переделай в стиле стимпанк
переделай в стиле стимпанк
сделай это в виде рисунка, а не фотографии
сделай это в виде рисунка, а не фотографии

Сюда же можно отнести реставрацию и колоризацию фотографии:

добавь в эту картинку цвета
добавь в эту картинку цвета
сделай эту фотографию цветной
сделай эту фотографию цветной

Malvina умеет работать и с людьми: менять эмоции, аксессуары (очки, бороды), заниматься бьюти-блогингом (макияж, украшения), и многое другое:

пускай она улыбается
пускай она улыбается
она должна быть без очков
она должна быть без очков
Ещё вариант, только пусть улыбается
Ещё вариант, только пусть улыбается
нанеси ей макияж
нанеси ей макияж
убери весь макияж
убери весь макияж
это должна быть женщина
это должна быть женщина
она должна быть в более скромной одежде
она должна быть в более скромной одежде
солнцезащитные очки
солнцезащитные очки
накачай ему руки
накачай ему руки

Вы, конечно, можете подумать, что мы просто отобрали лучшие примеры из SBS, а остальное никому не покажем — но нет! Чтобы вы могли самостоятельно сравнить и оценить генерации, мы выложили все данные в открытый доступ! Более 1100 коллажей, некоторые из которых мы показали вам выше, доступны здесь.

Давайте теперь подробно сравним Malvina со всеми ключевыми конкурентами, а не только с Gemini:

f398baac05cff3cbef2b8011a21b9c62.jpeg

Malvina полностью справилась с заданием.
Gemini решил просто написать инструкцию поверх фото.
Grok убрал столики лишь частично.
GPT-4o не только не убрал все столики, но и полностью перерисовал всё изображение: другая девушка, сумка, камера, шляпка, фон и ракурс.

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Malvina корректно и лаконично вписала реалистичный замок.
Gemini нарисовал нереалистично упрощённый, некорректно освещённый замок.
Grok изобразил красивый замок — но не там, где требовалось.
GPT-4o получил замечательный замок, но опять перерисовал всё изображение: изменил цвет волос девушки, цвет её кофты, позицию, ракурс, скалу под ней — и даже облака в небе.

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Malvina полностью удалила с пляжа и людей, и их принадлежности, сохранив структуру пляжа неизменной.
Gemini перерисовал нижнюю часть картинки: новый пляж, нет травы.
Grok хорошо постарался, но всё равно не смог полностью очистить пляж.
GPT-4o опять изменил всё фото.

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Malvina справилась без проблем.
Gemini тоже хорошо справился, но не без проблем: эмблема на кофте совершенно другая.
Grok переделал вообще всё.
GPT-4o тоже изменил слишком многое, включая лицо, куртку, эмблему.

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Malvina полностью выполнила инструкцию.
Gemini постарался сгладить кожу, но не особо преуспел.
Grok вообще ничего не изменил.
GPT-4o нарисовал совершенно другую женщину.

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Malvina справилась с задачей.
Gemini убрал книгу из рук.
Grok лишь немного исказил лицо и мусор.
GPT-4o изменил всё: и полы, и девушку, и руку с книгой, и белый плед.

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Malvina отлично справилась, сохранив текстуру двери и тени на ней.
Gemini вместе с граффити удалил замок и ручку, также исказив тени.
Grok не справился.
GPT-4o опять всё перерисовал: новый рельеф двери, теней нет, стена другая, справа висит какая-то картина.

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Malvina отлично справилась, удалила только текст.
Gemini удалил и символ, хотя просили только текст.
Grok вообще ещё и текстуру поменял.
GPT-4o как Gemini.

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Malvina очень естественно разукрасила фото.
Gemini постарался, но не докрасил крыши на фоне, и изменил надпись на вывеске слева.
Grok почти ничего не сделал.
GPT-4o колоризовал слишком однотонно, при этом опять всё изменив.

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Malvina убрала провода.
Gemini наоборот сделал провода потолще.
Grok почти идеально справился, хотя небольшой обрывок слева остался.
GPT-4o снова изменил всю картинку.

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Malvina справилась с заданием.
Gemini не справился.
Grok справился с заданием.
GPT-4o всё максимально переделал.

a9149b71d4dc94e947f34fc57634708a.jpeg

Malvina корректно сменила текстуру.
Gemini также справился.
Grok тоже сумел выполнить задачу.
GPT-4o даже на такой простой картинке всё переделал: и тарелки, и полотенце, и мандарин.

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Malvina хорошо справилась.
Gemini решил заменить трещины на свои.
Grok тоже отлично справился.
GPT-4o перерисовала, хотя здесь получилось очень даже хорошо.

cd86800339b3fbe9bdd9eec509317f76.jpeg

Malvina выполнила задачу.
Gemini тоже корректно надел джинсы, даже более классические.
Grok ничего не сделал.
GPT-4o всё изменил.

be4d3d4f83573b207af495dc4a6940d5.jpeg

Malvina достаточно хорошо справилась, но изменила радиатор.
Gemini также хорош, хоть и оставил радиатор искорёженным.
Grok очень хорош, хотя есть огрехи: другой радиатор, красная фара, стена сзади осветлилась.
GPT-4o опять нарисовал красиво, но «по мотивам».

Итого:

Malvina очень исполнительна, выполняет широкий спектр сложных задач, меняя строго только требуемые участки. А самое главное — удобный и свободный доступ, безлимитные запросы!

Gemini весьма неплох, хотя иногда не справляется с запросами и частенько переделывает лишнее. Более того, на момент написания статьи Google убрал доступ к функции редактирования — теперь достучаться можно только через API, что неудобно. Кстати, количество запросов ограничено, и потребуется VPN.

Grok зачастую вообще ничего не делает, хотя бывает силён в единичных случаях. Также нужен VPN для доступа.

GPT-4o генерирует великолепные, эстетичные изображения, но решает совершенно другую задачу. Не умеет попиксельно редактировать, умеет только «рисовать по мотивам». Опять же, без VPN недоступен, очень маленькие лимиты.

К вашим услугам

Таким образом, мы с гордостью представляем вам Malvina — сильную pixel-perfect модель-редактор изображений.

Для нас главное — оставить неизменным всё, что пользователь не просил трогать. Поэтому мы и выбрали опирающийся на диффузию подход. Наш ассистент максимально общего назначения и не ограничен никакими рамками, но мы очень хотим, чтобы вы, например, могли:

  • убрать людей с заднего фона на отпускной фотографии;

  • нанести макияж, примерить новую причёску или цвет волос;

  • убрать случайно попавшую в кадр кошку на фотографии для объявления о продаже квартиры;

  • восстановить и сделать цветной старую фотографию;

  • реставрировать потрёпаные вещи, потрескавшиеся стены, грязную майку, дырявые носки или даже проржавевший автомобиль;

  • очистить красивое фото города от проводов, а комнату — от мусора;

  • узнать, как бы выглядела любимая чашка, будь она деревянной, а мраморная статуя — бронзовой;

  • да и просто подшутить над друзьями!

Для всего этого важно сохранить идентичность людей и объектов, «душу» снимка, не делая его пластиковым и ненастоящим.

Ну и напоследок, ещё несколько примеров работы нашей модели:

ecf186a8411451e0fe53fbd510c3721f.jpeg9d4e970dc795162eabbd63b6925a5928.jpeg9a1348ddb03091583f58753e5434da61.jpeg182164f55071cedb5ecf6669127fa812.jpeg87fbbeabb3ce8be1db71e3d4fc33aeeb.jpege13acf60c13f232f8016f596274a4ff4.jpegef226be635f77c79777b50fb497a08a4.png

GPT-4o, кстати, с подобным удалением справляется не каждый раз:

b17839b03d3758ec3aabe8e1953b900e.jpeg

Malvina не только фотографии редактировать умеет:

b8ae9fa387840755ddf1c9b123289a5e.png

Страшная тайна

Под конец статьи мы хотим вам признаться, что скрывали страшную тайну. Помните результаты сравнения с нашим главным конкурентом — Gemini? Так вот, на самом деле этот график выглядит так:

20084eaedcf1ced796c5f9f198691c06.jpeg

Иногда, по мнению асессоров, обе модели справлялись хорошо. Но важно обратить внимание на красный столбец. Да, где-то в трети случаев асессоры посчитали, что обе модели не справились с заданием. Это глобальная проблема: вы, наверное, и сами замечали, что иногда генеративные модели нужно просить несколько раз подряд, чтобы получить что-то хорошее. На это есть следующие причины:

  • Генеративные модели носят статистический, вероятностный характер: на одинаковый запрос ответ каждый раз будет отличаться (если, конечно, не зафиксировать seed). Это глобальная проблема любого современного AI, текущий потолок развития технологий.

  • Задача произвольного редактирования изображения очень сложна. Для согласованного, полного, корректного выполнения запросов любого вида и сложности модель должна обладать очень глубокой и широкой «моделью мира», при этом умея полноценно и корректно этими знаниями пользоваться. Этим не может похвастаться ни одна из сильнейших моделей в мире. И, наверное, идеальным редактором изображений будет только AGI.

  • Особенно сильно проблема проявляется именно в задаче попиксельного редактирования. Если в авторегрессионной «перерисовке по мотивам» у модели есть простор для творчества и определённая степень свободы, то в pixel-perfect случае перед нейросетью стоит намного более узкая задача: корректно и эстетично изменить только требуемую часть, сохранив всё остальное абсолютно неизменным.

Эти проблемы носят глобальный характер. На сегодня нам неизвестна модель или пайплайн с метриками выше наших, так что мы можем смело констатировать, что Malvina — передний край науки в области попиксельного редактирования.

Заходите и пробуйте прямо сейчас: [GigaChat телеграм-бот].

Главное правило — пробовать и экспериментировать. Если первый результат вас не устроил, пожалуйста, попробуйте ещё несколько раз, может быть с немного другими запросами — и всё обязательно получится!

Планы на будущее

Задача редактирования изображений находится «на острие науки». Это добавляет множество проблем и неопределённостей — но в то же время даёт безграничные возможности для будущего развития. Конечно, мы собираемся ещё долго совершенствовать и развивать Malvina:

  • продолжаем ежедневную работу по улучшению качества уже существующих операций;

  • стремимся дополнять модель новыми востребованными навыками: так, надеемся до конца года интегрировать поддержку добавления русских и английских текстов на изображения;

  • работаем над возможностью подачи множества изображений на вход: для референс-объектов, материалов, стилей и так далее.

Благодарности, полезные ссылки

Спасибо, что дочитали до конца!

Над Malvina трудилось огромное количество людей — и работа каждого была так важна, что без неё проект просто не случился бы.
Поэтому мы хотим сказать огромное спасибо:

  • командам GigaChat, SberDevices, AIRI, SberAI;

  • руководству, коллегам и партнёрам: @oulenspiegel @hukenovs @elejke @kuznetsoff87 @aibrain (и не только — отметили тех, кто есть на Хабре).

Ну и, конечно, мы — команда The Layer. Если статья понравилась — да и в целом вам интересны качественные разборы научных работ, без воды, флуда и рекламы, — то подписывайтесь на наш Телеграм-канал!

Если интересна история задачи редактирования изображений в целом, то рекомендуем первую работу из нашего цикла статей про эту задачу: «Как мы коня в пальто одевали. Neural Image Editing: Часть 1 — от инпейнтинга до DDIM Inversion». В ней мы рассмотрели тривиальные попытки редактирования (фиксирование random seed, inpainting, зашумление-расшумление), разобрали методы DDIM Inversion и Null-Text Inversion. Расписали всё подробно и с красивыми картинками, но в то же время максимально понятно, без сложных формул.

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  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

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    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

    For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.

  • 29.06.26 22:37 riley777

    Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.

  • 30.06.26 15:08 wendytaylor015

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

  • 30.06.26 15:08 wendytaylor015

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

  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 15.09.26 03:35 elioduncan

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

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  • 15.09.26 15:45 lydiassmith567

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

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