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От каскадных моделей до картинок в 4к: как эволюционировали диффузионки

На дворе 2025 год. Генерацией картинок и видео в интернете больше никого не удивишь. Генеративный контент повсюду, а его качество настолько высоко, что бывает трудно отличить синтетическую картинку от реальной.

Прогресс не стоит на месте, но какой ценой? Мир сильно усложнился со времён выхода первых моделей Stable Diffusion, подробные рассказы о которых (раз, два) описывали главную и до недавнего времени единственную доступную широкому кругу пользователей качественную открытую модель.

В прошлом году мы с коллегами рассказывали про то, как мы открывали и улучшали технологию YandexART. В этом посте мы хотели бы рассказать о том, что нового произошло в мире диффузионных моделей за последние два года. Ниже мы обсудим борьбу каскадной и латентной парадигм, дилемму между свёрточными моделями и трансформерами, новые формулировки диффузии и дистилляцию как метод решения основной проблемы диффузионных моделей — низкой скорости генерации.

Цель этого обзора — дать общее представление о прогрессе и трендах. Некоторые детали в нём могут показаться сложными и непонятными для неспециалиста в области генеративного моделирования. Чтобы помочь разобраться в теории и основных инженерных практиках, стоящих за современными генеративными моделями, мы выпустили бесплатный курс лекций и семинаров в рамках CV week — открытого интенсива ШАДа, который подготовили практикующие разработчики и исследователи генеративных диффузионных моделей, авторы технологии YandexART.

Итак, чем же жил мир генеративных нейросетей последние два года и что сильнее всего повлияло на качественный прорыв в генерации изображений? Будем искать ответы вместе.

Simple diffusion

В январе 2023 года вовсю кипят страсти между сторонниками каскадной и латентной диффузии. Обе парадигмы преследуют одну цель — уменьшить размерность пространства, в котором происходит генерация объектов, и тем самым упростить задачу.

Переводя генерацию в пространство более низкой размерности, мы убиваем сразу двух зайцев. Во‑первых, чем меньше размерность, тем меньше элементов (пикселей, вокселей, латентов) нам нужно создать за раз, что упрощает генеративную задачу. Во‑вторых, уменьшаются размеры карт активаций, что уменьшает требования к вычислительным ресурсам и памяти.

И тут группа авторов из Google Brain представляет свою работу simple diffusion. В ней авторы не пытаются спорить с пунктом про более высокую вычислительную эффективность каскадной и латентной парадигм. В то же время они показывают, что концептуально можно обучить диффузию сразу генерировать изображения в высоком разрешении без использования дополнительных моделей Super Resolution и вариационных автокодировщиков.

Добится отличного качества генерации сразу в высоком разрешении помогли несколько трюков.

Адаптация расписания прямого процесса под картинки высокого разрешения

Дело в том, что чем выше разрешение картинок, тем, как правило, у них выше SNR (signal‑to‑noise ratio, соотношение «сигнал — шум»). А наиболее распространённое на момент выхода статьи alpha‑cosine‑расписание и без того зашумляет картинки медленнее, чем изначально предложенное линейное. Для иллюстрации давайте обратимся к картинке из статьи.

Динамика процесса зашумления с косинусным (верх) и предложенным в статье (низ) расписанием. Simple diffusion: End-to-end diffusion for high resolution images, 2023

Верхняя строка показывает, как меняется уровень шума на изображении при использовании косинусного расписания. Авторы замечают, что при таком расписании во время обратного процесса у модели будет слишком мало времени, чтобы сформировать основную структуру изображения. При этом чем выше разрешение, тем выраженнее данная проблема.

Введение «сдвинутого» (shifted) расписания (нижняя строка) решает эту проблему и существенно улучшает качество генераций.

Масштабирование архитектуры

Вторая проблема генерации в высоком разрешении — большие карты активаций, потому что они требуют много видеопамяти на хранение данных во время проведения вычислений. Чтобы максимально избежать работы с большими активациями, авторы предлагают такие решения:

Сразу даунскейлить входное изображение с помощью вейвлет‑преобразования с довольно хитрым образом подобранными параметрами. Эту операцию можно упростить до свёрточного блока с большим страйдом и ядром, немного увеличив вычислительную сложность, но упростив схему модели.
Использовать архитектуру U‑Vision Transformer (U‑ViT), которую можно воспринимать как небольшой U‑Net, который уменьшает размерность активаций вплоть до 16×16. Вариант с обычным U‑Net авторы тоже сделали, но он немного проигрывает по Inception Score.

К сожалению, официальные модели и код так и не были выложены, поэтому научному сообществу остаётся гадать, насколько эти модели были хороши для своего времени.

SDXL

Обычно лето — время затишья. Но только не для инженеров Stability.ai! В июле 2023 года выходит статья про модель SDXL, которая произвела настоящий фурор. На сегодняшний день она собрала более 1300 цитирований по версии Google Scholar, что довольно впечатляющий результат.

В чём же заключаются нововведения модели SDXL?

Первая по-настоящему большая opensource-модель

Предыдущие поколения (SDv1.x и SDv2.x) использовали похожую архитектуру с 860 и 865 миллионами параметров в денойзере соответственно, а в качестве текстовых энкодеров — не самые большие модели семейства CLIP. В этой итерации авторы сделали следущее:

Подняли размер основной диффузионки до 2,8 миллиардов параметров. Чем больше модель, тем сложнее её обучать, а диффузия в 2,8 миллиарда и сегодня считается не маленькой.
Добавили дополнительный текстовый энкодер. В этой версии начали использовать большой CLIP (OpenCLIP ViT‑bigG), а суммарный размер текстовых энкодеров превысил 800 миллионов параметров. Текстовые эмбеддинги из нескольких энкодеров просто конкатенируются. Этот механизм обрёл популярность и активно используется и сейчас.
Добавили refiner — дополнительный модуль, который использует механизм SDEdit для увеличения чёткости генераций. Это самый неоднозначный блок, поскольку уже на релизе модели возникли вопросы о том, действительно ли оптимально «доуточнять» генерацию именно в низком разрешении (обычно это делают на финальной стадии уже в высоком разрешении). Его внедрение оказалось не ключевым, поскольку в более поздних итерациях SD его убрали, а другие крупные игроки это решение так и не адаптировали.

Контроль и качество генерации

Micro‑Conditioning — так авторы назвали введение дополнительного вектора‑условия. Через него в модель подаётся дополнительная информация о разрешении и соотношении сторон изображения, которое нужно сгенерировать.

Также в качестве условия добавили параметры кроппинга. Дело в том, что более ранние модели были склонны генерировать обрезанные изображения, как в примере ниже.

Прогресс моделей семейства Stable Diffusion. SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis, 2023

Так происходило потому, что до этого модели обучали в основном на квадратных изображениях. Для этого в ходе препроцессинга не квадратные изображения обрезались до квадратных и подавались в модель. В ходе обучения модели запоминали обрезанные изображения и генерировали их на инференсе. Добавление параметров кроппинга в качестве условия позволило выставить нужные параметры на инфренесе (указать, что картинка не кропнута) и получить целостную генерацию.

Эти и другие небольшие модификации позволили получить модель ошеломляющего на момент выхода качества, которая сразу же стала доступна сообществу.

Кстати, SDXL и сейчас остаётся сильным бейзлайном по качеству генерации, а его файнтюны используются во многих открытых проектах.

EMU

Примеры генераций моделью EMU — прорыв для сентября 2023 года. Emu: Enhancing Image Generation Models Using Photogenic Needles in a Haystack, 2023

Следующим пиком громких анонсов стал сентябрь 2023, когда вышло сразу несколько технических репортов от крупных технологических компаний. Модель EMU — первая text‑to‑image генеративная модель, представленная компанией Meta*.

Перед обсуждением этого и других техрепортов не будет лишним напомнить, чем они концептуально отличаются от научных статей. В первую очередь техрепорт — это описание готовой системы, ориентированной на практическое использование. Изменения, сделанные при создании такой системы, не всегда всесторонне протестированы изолированно друг от друга, а прогресс в качестве, как правило, достигается за счёт большой комбинации различных факторов. Тем не менее техрепорты — крайне полезные источники знаний с точки зрения практика, поэтому мы в Яндексе активно за ними следим.

Итак, на мой взгляд, наиболее интересны в статье EMU два нововведения.

Разделение обучения на pre-training и supervised fine-tuning (SFT)

Читателям, знакомым с другими генеративными моделями, например с LLM, такой подход не покажется удивительным. Действительно, разделение стадий обучения по целям и задачам выглядит вполне естественным.

Суть в том, что сначала, на стадии pre‑training, мы учим модель на максимально широком распределении данных различного качества. В случае EMU это 1,1 миллиард пар «картинка — текст», про которые мы мало что знаем.

После этого модель файнтюнится на небольшом наборе семплов исключительного качества с целью сдвинуть выученное распределение в сторону максимально эстетичных изображений. Главный инсайт этой работы: SFT‑датасет не должен быть большим, но должен быть крайне качественным.

Воронка формирования файнтюн‑датасета выглядит следующим образом: начиная с 200 тысяч достаточно качественных семплов, с помощью автоматических фильтраций и ручного отбора авторы получают всего 2000 семплов, которые впоследствии используют для SFT. Высокое качество генераций показывает важность этой стадии и степень прогресса, которую можно достичь с её помощью.

Использование многоканального автоэнкодера

Латентная диффузия требует использования автокодировщика. Его качество в принципе сильно влияет на качество диффузии. Латентное пространство, формируемое энкодером, определяет пространство, в котором учится генеративная модель. Декодер, в свою очередь, задаёт предел реконструкционного качества генераций.

Важный фактор при обсуждении архитектуры автокодировщиков — количество каналов в латентном пространстве. Чем их больше, чем потенциально выше ёмкость латентов, а значит денойзер может выучить и далее формировать более богатые представления. В то же время рост числа каналов увеличивает размерность пространства, в котором происходит генерация, а мы уже обсуждали, что это приводит к усложнению задачи генерации.

Все предыдущие работы, включая SDXL с его огромным 2,8B денойзером, использовали четырёхканальные вариационные автокодировщики (VAE). В EMU впервые было предложено использовать модели с бо́льшим числом каналов. По утверждениям авторов, это сильно увеличило качество и детализацию генераций.

В будущем всё больше систем будет переходить на многоканальные автокодировщики.

DALL-E 3

Одним из наиболее громких анонсов 2023 года стал выход обновлённой версии модели DALL‑E от OpenAI. Она произвела фурор не только отличным качеством и последующей интеграцией в ChatGPT, но и феерическими графиками жёлтым по белому с полностью дефолтными настройками matplotlib.

Рост качества метрики CLIP Score в ходе обучения модели DALL-E 3 с использованием различных текстовых данных. Слева — при замерах на отложенной выборке с «натуральными» текстами, справа — на отложенной выборке с синтетическими текстами из того же распределения, что и в обучающей выборке. Improving Image Generation with Better Captions, 2023

Чтобы понять причину высокого качества DALL‑E 3 относительно современников, необходимо понять, как устроено формирование данных, на которых учат диффузионки.

Дело в том, что большинство text‑to‑image‑моделей обучают на крупных наборах данных из интернета вроде LAION 5B, состоящих из произвольных картинок и прикартиночных текстов. Эти тексты могут быть абсолютно любыми, в том числе совершенно никак не относящимися к картинке. Но поскольку текст и картинка находятся рядом (например, на одной веб‑странице), то предполагается, что такой текст лучше связан с картинкой, чем любой другой произвольный текст — в целом это выполняется.

Работа по системе DALL‑E 3 называется Improving Image Generation with Better Captions. И это неспроста. Авторы решают очевидную проблему — устраняют плохие тексты, из‑за которых модели не могут выучить нужные концепты и плохо следуют указаниям пользователей. Вместо этого авторы генерируют синтетические тексты с помощью собственной, специально обученной для этой задачи модели. В ходе экспериментов авторы пробуют разные распределения текстов (более короткие или более подробные), а также смотрят на то, какую долю исходных текстов стоит заменить на синтетику. На практике лучше всего работает замена на подробную синтетику в 95% пар «картинка — текст».

К сожалению, как и в других техрепортах, в этой работе есть много белых пятен. Например, нет графиков, как ведут себя метрики в случае замены 100% текстов, а само разделение на короткие и более подробные тексты весьма условное и сильно зависит от контекста.

В любом случае работа полезна тем, что показывает возможность замены текстов на синтетические, а рост качества подчёркивает важность этого шага.

DiT и PixArt-α

Сентябрь 2023 уже должен был закончиться, и тут появляется работа от коллектива из Huawei Noah»s Ark Lab, Dalian University of Technology, HKU и HKUST. Их подход отличается очень быстрым обучением на малом числе данных.

Сравнение SOTA-моделей по вычислительным бюджетам, потраченным на обучение (горизонтальная ось), размерам тренировочных датасетов (вертикальная ось) и числу параметров модели (размер кружочка). Модель PixART-α показана как наиболее эффективная по всем показателям. PixArt-α: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis, 2023

Несмотря на наличие большого количества нововведений, сообществу эта работа в основном запомнилась как первая серьёзная диффузионная модель, обученная с трансформерной архитектурой денойзера. Про это стоит рассказать отдельно, поскольку данная работа положила начало повсеместному переходу на трансформеры.

Архитектуры DiT (слева) и PixArt-α (справа). PixArt-α: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis, 2023

На самом деле трансформерная архитектура для диффузионных моделей DiT была предложена ещё в конце 2022 года и мало чем отличается от ViT — кроме разве что дополнительного обусловливания на timestep t и метку класса. И то поскольку в то время ещё было актуально заниматься class‑condition‑генерацией на датасетах вроде ImageNet.

Авторы PixArt‑α модифицировали DiT, добавив возможность подавать текст в качестве условия генерации. В качестве текстового энкодера использовали большую языковую модель T5.

В этом они, конечно, не первые, но, объединив архитектурные наработки с модификацией данных и процедуры обучения, авторы получили очень хорошую модель при условии минимального вычислительного бюджета.

ADD и SDXL-Turbo

Одна из главных проблем диффузионок по сравнению с другими генеративными моделями — долгий, вычислительно сложный инференс. Чтобы сгенерировать одно изображение, нужно сделать несколько десятков прямых проходов через сеть. Причём даже используя продвинутые солверы — методы численного решения дифференциальных уравнений, которые нужны, чтобы засемплировать примеры из уже обученных нейросетей.

Для ускорения этого процесса были предложены методы дистилляции. Первый из них — Adversarial Diffusion Distillation (ADD) от авторов из Stability.ai. Они сразу же применили метод для получения SDXL‑Turbo — ускоренной версии модели SDXL, способной генерировать изображения, сопоставимые по качеству с генерациями исходной модели всего за четыре шага (то есть примерно на порядок быстрее).

Иллюстрация процедуры дистилляции с помощью ADD. Adversarial Diffusion Distillation, 2023

Метод устроен достаточно просто. Модель‑студент инициализируется моделью‑учителем и обучается с использованием двухкомпонентного лосса:

с одной стороны, модель‑ученик пытается сгенерировать картинку, которая будет максимально похожа на исходную реальную (adversarial loss);
с другой — пытается воспроизвести генерацию учителя (distillation loss).

Стоит обратить внимание, что использование adversarial loss делает модель в некотором смысле не чисто диффузионной. Адверсариальная компонента, по сути, делает из модели GAN, инициализированный диффузией, — и у этого есть свои практические последствия.

Главная проблема GAN как генеративных моделей — mode collapse, то есть состояние, в котором модель учится генерировать реалистичные изображения, но только из очень узкого распределения. Конечно, инициализация диффузией и использование distillation loss позволяет уменьшить этот эффект, однако факт остаётся фактом: сильная адверсариальная дистилляция приводит к падению вариативности генераций в угоду скорости.

С самой же работой связан довольно забавный факт: только спустя год она была опубликована и представлена на конференции. Дело в том, что при первой подаче авторы получили плохие оценки рецензентов и, несмотря на огромную популярность и цитируемость, работа была отклонена. На ECCV 2024 справедливость была восстановлена, а работа получила свой заслуженный oral на одной из главных конференций по компьютерному зрению.

Несмотря на минусы, ADD и сегодня остаётся популярным методом дистилляции диффузионных моделей. Правильный подбор гиперпараметров и длительности обучения позволяет получить все плюсы, почти не почувствовав минусов метода.

SD 3

Наконец, мы врываемся в 2024 год. На дворе весна — и новый релиз от Stability.ai! Как и их прошлые работы, эта включает в себя множество нововведений и изменений по сравнению с предыдущими версиями. Большинство из них мы уже обсудили выше:

использование трансформерной архитектуры, вроде предложенной в PixArt‑α, но с несколькими изменениями;
увеличение количества текстовых энкодеров. Теперь их аж три: две модели CLIP и LLM в лице T5 XXL;
улучшенный 16-канальный автоэнкодер, как в EMU, и использование синтетических текстов, как в DALL‑E 3.

Примеры генераций моделью Stable Diffusion 3. Scaling Rectified Flow Transformers for High-Resolution Image Synthesis, 2024

Отличительная фишка этого поколения — использование альтернативной формулировки диффузии под названием Rectified Flow, что и дало название работе: Scaling Rectified Flow Transformers for High‑Resolution Image Synthesis.

По своей сути Rectified Flow — это один из вариантов диффузии, обучение которой приводит к более «спрямлённым» траекториям генерации. Это, в свою очередь, означает, что обученная таким образом модель должна быть способна исходно генерировать изображения за меньшее число шагов при сохранении качества, а ещё лучше поддаваться дистилляции.

Отдельного внимания в работе заслуживает систематическое сравнение архитектур и постановок диффузии. Авторы используют Rectified Flow со своим вариантом архитектуры. И не просто из общих соображений и веры в результат, а на основании экстенсивных экспериментов, в которых показывают, что данное сочетание является наиболее эффективным.

К сожалению, в дело вмешался человеческий фактор и релиз совпал с кадровыми перестановками в компании. Виноваты ли они или какие‑то другие факторы, но модель по итогу получила много критики и не обрела такой широкой популярности, как предыдущие релизы. Тем не менее статья написана очень добротно и содержит массу полезных инсайтов.

Kolors

Лето 2024 ознаменовалось выходом довольно интересного техрепорта от авторов из Китая по модели Kolors. Лично для меня он был интересен тем, что, несмотря на большое количество публикаций по генеративным моделям, масштабных техрепортов по готовым системам из Поднебесной почти не поступало, поэтому этот редкий зверь сразу привлёк моё внимание.

Примеры генераций моделью Kolors. Efficient diffusion models: A comprehensive survey from principles to practices, 2024

Основные характеристики системы:

U‑Net на 2,6 миллиардов параметров в качестве денойзера. Выбор свёрточной модели кажется интересным в контексте того, что большинство к этому моменту уже успели перейти на трансформеры.
Много сил потрачено на чистку данных, в том числе с помощью VLM и OCR. Тут прослеживается некое ноу‑хау, поскольку ранее такие комбинации не встречались — звучит разумно.
GLM — мультиязычная генеративная модель в качестве текстового энкодера. Естественно, под мультиязычностью в первую очередь понимается нативное понимание китайского.

На последнем пункте про GLM хотелось бы остановиться подробнее. Дело в том, что использование генеративных моделей в качестве текстовых энкодеров мы встречаем довольно редко. Причина у этого очень простая: генеративные модели учатся правдоподобно генерировать новый текст, для чего не обязательно требуется детально понимать все элементы входной последовательности. В то же время диффузионной модели требуется энкодер, который досконально поймёт все детали пользовательского ввода, поэтому на практике мы часто видим использование CLIP и BERT‑подобных моделей. Несмотря на это, авторы считают GLM хорошим выбором и подтверждают свою интуицию делом — получают очень достойные генерации.

В целом техрепорт выглядит очень солидно, будем ждать новых работ от азиатских исследователей.

Nvidia SANA

Несмотря на традиционно сильное исследовательское направление, до конца 2024 года компания Nvidia не зарелизила ни одного техрепорта. Это вызывало вопросы: либо они не верят в продуктизацию text‑to‑image и в целом не занимаются этим направлением, либо готовят что‑то крупное, ведь с каждым новым релизом выделиться становилось всё сложнее.

Примеры генераций модели SANA. Особенно примечательно выглядит детализированный корабль в разрешении 4к. SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers, 2024

Представленная в ноябре модель SANA действительно оказалась оригинальной. Фокус работы — в возможности нативно, без использования дополнительных Super‑Resolution‑моделей, генерировать изображения в разрешении 4К, причём за разумное время. Более того, генерации в более привычных разрешениях 512×512 и 1024×1024 пикселей работают очень быстро без использования дистилляции. Как же им это удалось?

Во время разбора модели EMU мы уже обращались к теме важности выбора автокодировщика, в латентном пространстве которого будет учиться диффузия. Но до этого мы обсуждали только количество каналов в латентах. Теперь давайте обсудим другой параметр — глубину, или scaling factor (SF).

Дело в том, что у подавляющего большинства современных автокодировщиков SF равен 8. Это значит, если взять картинку 512×512×3 пикселей и пропустить через энкодер, получится латент с разрешением 64×64×С, где C — число каналов, которое мы обсуждали выше.

Автокодировщики используют SF 8 неспроста — он обеспечивает хороший баланс между степенью компрессии и качеством реконструкции изображений. Нам бы хотелось ещё увеличить SF, ведь это бы уменьшило активации нашей диффузионки, позволив учить более быстрые модели или модели генерации в большем разрешении. Однако наивные попытки увеличить SF до 16 или 32 приводят к полностью непригодным результатам, особенно на изображениях низкого разрешения. Но фундаментальное ли это ограничение?

Параллельно с SANA авторы из Nvidia выпускают другую статью под названием Deep Compression Autoencoder for Efficient High‑Resolution Diffusion Models. В ней авторы решают основные проблемы, мешающие сделать глубокие автокодировщики, после чего обучают целое семейство моделей и даже выкладывают их в опенсорс!

Для модели SANA выбрали основной автокодировщик с SF 32 и 32 каналами, который отлично показывает себя на разрешениях больше 1024×1024 пикселей. И он же позволяет сократить вычислительный бюджет на обучение диффузии более чем в 100 раз!

График постепенного увеличения эффективности модели в терминах скорости генерации и числа параметров модели. Начиная с базовой версии, более чем в 2 раза превосходящей FLUX-dev по скорости, авторы постепенно добавляют изменения, повышающие эффективность модели. Итоговая версия работает более чем в 100 раз быстрее модели FLUX-dev. SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers, 2024

Интересно, что авторы SANA также используют decoder‑only генеративную LLM в качестве текстового энкодера и траснформерную архитекруту денойзера. Последнее примечательно ещё и тем, что благодаря низким пространственным размерам латентов, они могут позволить себе использовать патчи размера 1. Это значит, трансформерный денойзер учится исключительно генеративной задаче, а не даунсемплингу и генерации, как это обычно происходит.

Модель получилась классная, хотя шума вокруг неё случилось не много. Выкладывание Deep Compression Autoencoder в opensource — большое дело, поскольку это открывает пространство для исследований и обучения моделей (особенно для тех, кто не обладает большими вычислительными бюджетами).

Закрытые модели: Ideogram, Recraft, MidJourney, FLUX

Два года назад неоспоримым лидером среди платных проприетарных моделей была MidJourney. По сути, это был главный инструмент для профессионалов и техноэнтузиастов, готовых заплатить за лучшее качество генерации.

Сегодня MidJourney всего лишь одна из многих топовых моделей, предлагаемых по подписке, про внутреннюю реализацию которых мы ничего не знаем. Например, недавно появилось приложение Ideogram, позиционирующее себя как Instagram с генеративным контентом. Или Recraft, захватывающий рынок дизайнеров за счёт внедрения канвасов и качественной генерации текста.

А ещё выходцы из Stability.ai поняли ошибку предыдущей компании — чистый opensource монетизировать трудно. Поэтому свою новую модель FLUX они сделали открытой только частично.

Что же мы всё‑таки знаем про эти модели? На самом деле не очень много. Например, у Recraft есть блог, в котором они аккуратно и без лишних технических деталей повествуют о том, как им удалось добиться такого высокого качества генерации текстов. FLUX выложили базовую версию своих денойзера и автокодировщика — они оказались весьма годными, однако мы не знаем деталей того, как они этого добились.

Про остальные модели мы знаем ещё меньше: в основном это высокоуровневые слухи о том, что все учат большие латентные модели, потихоньку переходят на трансформеры и постановки диффузии Rectified Flow и Flow Matching.

За последние два года в мире генерации text‑to‑image произошло множество интересных событий. Сегодня мы остановились только на самых ярких — а сколько ещё осталось непокрытым! За рамками нашего обсуждения остались сотни научных работ, предлагающих хитроумные трюки для улучшения тех или иных аспектов моделей. Сами text‑to‑image‑модели всё больше используют для смежных задач: редактирования изображений, inpaining и outpainting, в качестве инициализации для text‑to‑video и text‑to-3d‑моделей, а также много чего другого.

Если не всё написанное в этом тексте было понятным, никогда не поздно наверстать упущенное. Для этого мы, разработчики и исследователи Яндекса, подготовили и выложили в открытый доступ бесплатный интенсив ШАДа по теории и практике диффузионных моделей — CV Week. Если у вас появятся вопросы, то смело задавайте их в комментариях.

_{*Компания Meta признана экстремистской организацией, а её продукты, Facebook и Instagram, запрещены на территории РФ}

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4 мар. 2025 г.

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 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
07.07.26 18:01 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
09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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12.07.26 03:33 Pahal Mathew

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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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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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

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

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

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

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

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30.07.26 17:27 wendytaylor015

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
31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..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

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

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

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

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
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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06.08.26 13:56 lydiassmith567

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11.08.26 03:43 raymont0714

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12.08.26 16:37 rssllhrnsb

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

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

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

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

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

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

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

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

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

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