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ИИ читает мысли во время просмотра «Теории Большого Взрыва» с помощью фМРТ и ЭЭГ

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Привет, Хабр! Сегодня разберем интересную научную работу, которая находится на стыке нейронаук и искусственного интеллекта. Исследователи создали уникальный датасет и модель для декодирования активности мозга человека во время просмотра видео. Давайте посмотрим, как это работает.

Статья: CineBrain: A Large-Scale Multi-Modal Brain Dataset During Naturalistic Audiovisual Narrative Processing

В чем проблема?

Понять, как наш мозг обрабатывает сложную информацию вроде видео со звуком - одна из ключевых задач современной науки. У нас есть два основных инструмента, чтобы "заглянуть" внутрь работающего мозга без хирургического вмешательства:

  • фМРТ (функциональная магнитно-резонансная томография): Этот метод отлично показывает, где именно в мозге возникает активность. У него высокое пространственное разрешение. Но есть минус — он медленный. фМРТ измеряет изменения кровотока, а это косвенный и запаздывающий индикатор работы нейронов. Динамичные сцены он отслеживает с опозданием.

  • ЭЭГ (электроэнцефалография): Этот метод, наоборот, очень быстрый. Он с точностью до миллисекунд показывает, когда происходит активность. Но у него плохое пространственное разрешение, особенно для глубоких структур мозга. ЭЭГ измеряет электрические поля в основном на поверхности коры.

Когда мы смотрим динамичное видео со звуком (например, сериал), наш мозг обрабатывает информацию очень быстро и в разных областях одновременно. Использовать только фМРТ - значит упустить быстрые изменения. Использовать только ЭЭГ - значит не увидеть активность в глубине мозга.

Авторы статьи справедливо указывают на этот пробел: существующие датасеты часто содержат либо только фМРТ, либо только ЭЭГ данные, и/или используют простые стимулы (статичные картинки, отдельные звуки). А можно ли обьединить сильные стороны фМРТ и ЭЭГ, чтобы получить более полную картину и лучше декодировать мозговую активность при просмотре естественного видео?

Цели исследования

Для объединения преимуществ методов фМРТ и ЭЭГ, CineBrain обеспечивает одновременную запись ЭЭГ- и фМРТ-сигналов во время демонстрации участникам сериала «Теория большого взрыва»
Для объединения преимуществ методов фМРТ и ЭЭГ, CineBrain обеспечивает одновременную запись ЭЭГ- и фМРТ-сигналов во время демонстрации участникам сериала «Теория большого взрыва»

Исследователи из Китая поставили перед собой несколько амбициозных целей:

  1. Создать CineBrain: Первый крупный публичный датасет, где одновременно записаны фМРТ и ЭЭГ сигналы у людей, смотрящих динамичные аудиовизуальные стимулы (в данном случае - эпизоды сериала "Теория Большого Взрыва").

  2. Разработать CineSync: Инновационный фреймворк для мультимодального декодирования. Его задача - эффективно обьединять (фьюзить) данные фМРТ и ЭЭГ, чтобы по ним реконструировать исходные видео и аудио.

  3. Доказать преимущество: Показать, что обьединение фМРТ и ЭЭГ действительно улучшает качество реконструкции динамических стимулов по сравнению с использованием только одного из методов.

  4. Предложить Cine-Benchmark: Набор метрик и протокол для оценки качества реконструированных видео и аудио, как с точки зрения семантики (смысла), так и восприятия (качества картинки/звука).

По сути, цель - создать уникальный инструмент для решения сложной задачи "чтения мыслей" во время просмотра видео.

Как это делали?

Подход авторов можно разделить на три части: сбор данных, разработка модели декодирования и оценка.

  1. Сбор данных (CineBrain):

    Показаны ответы фМРТ и ЭЭГ участников с 1-го по 4-го на одинаковые стимулы, что иллюстрирует индивидуальные различия в активации мозга
    Показаны ответы фМРТ и ЭЭГ участников с 1-го по 4-го на одинаковые стимулы, что иллюстрирует индивидуальные различия в активации мозга

    • Участники: 6 здоровых добровольцев.

    • Стимулы: Эпизоды сериала "Теория Большого Взрыва" (примерно 6 часов на каждого). Сериал выбрали из-за динамичного сюжета и способности удерживать внимание. Видео (720p) и аудио подавались одновременно.

    • Запись: Одновременная запись фМРТ (на 3D-сканере, с высоким пространственным разрешением 2мм и временным TR=800мс) и ЭЭГ (64 канала, 1000 Гц). Использовалось специальное МРТ-совместимое оборудование (наушники, ЭЭГ-шапочка). Дополнительно записывали ЭКГ для удаления артефактов.

    • Предобработка: Применялись стандартные пайплайны и специальные методы для очистки ЭЭГ от шумов, вызванных работой МРТ-сканера и физиологическими процессами. Выделили области интереса (ROI) в зрительной и слуховой коре.

      Области интереса (ROI) из сигналов фМРТ, использованные в экспериментах
      Области интереса (ROI) из сигналов фМРТ, использованные в экспериментах

    • Дополнительные данные: Для каждого 4-секундного клипа видео и аудио сгенерировали текстовые описания (с помощью VLM типа Qwen2.5, Llava-Video) и транскрипции аудио (с помощью Whisper). Это важные данные для обучения модели.

      Каждый участник просмотрел в общей сложности 6 часов сериала, что соответствует примерно 27 000 кадрам фМРТ-данных
      Каждый участник просмотрел в общей сложности 6 часов сериала, что соответствует примерно 27 000 кадрам фМРТ-данных

  2. Модель декодирования (CineSync):

    • Multi-Modal Fusion Encoder (MFE): Использует два отдельных трансформера (архитектура типа ViT) для кодирования временных последовательностей данных фМРТ и ЭЭГ.

    • Применяет контрастное обучение для семантического выравнивания. Идея в том, чтобы эмбеддинги (векторные представления), полученные из фМРТ и ЭЭГ для конкретного видеоклипа, стали похожи на эмбеддинги самого видеоклипа (полученные через предобученный энкодер) и его текстового описания, и одновременно отличались от эмбеддингов других клипов/описаний. Это помогает научить энкодеры извлекать из сигналов мозга именно смысловую информацию.

    • Затем признаки от фМРТ и ЭЭГ обьединяются с помощью небольшой нейросети (MLP) в единое "мозговое" представление.

    • Neuro Latent Decoder (NLD): Использует предобученную диффузионную модель (CogVideoX для видео, F5-TTS для аудио) в качестве генератора. Диффузионные модели сейчас на пике популярности и отлично справляются с генерацией реалистичных изображений и аудио.

    • Ключевой момент: вместо обычного текстового промпта, модель управляется обьединенным мозговым представлением, полученным от MFE.

    • Применяется метод LoRA (Low-Rank Adaptation). Она позволяет эффективно дообучить (fine-tuning) только небольшую часть параметров большой диффузионной модели под задачу декодирования мозговых сигналов. Это экономит ресурсы и помогает модели не "забыть" то, что она умела раньше.

    • Расширение на аудио: Тот же подход адаптировали и для реконструкции аудио, используя соответствующую диффузионную модель (F5-TTS) и текстовые транскрипции для контрастного обучения энкодера.

      CineSync сначала использует мультимодальный энкодер для извлечения признаков из данных фМРТ и ЭЭГ, а также модуль выравнивания модальностей для согласования этих признаков с семантической информацией. Затем с помощью нейронного латентного декодера происходит реконструкция видеоматериалов на основе объединенных признаков мозговой активности
      CineSync сначала использует мультимодальный энкодер для извлечения признаков из данных фМРТ и ЭЭГ, а также модуль выравнивания модальностей для согласования этих признаков с семантической информацией. Затем с помощью нейронного латентного декодера происходит реконструкция видеоматериалов на основе объединенных признаков мозговой активности

  3. Оценка (Cine-Benchmark): Предложен набор метрик для оценки семантического сходства (насколько реконструированное видео/аудио соответствует оригиналу по смыслу: N-way top-K accuracy, FVD для видео; WER, CER, FAD для аудио) и перцептивного качества (насколько оно хорошо выглядит/звучит: DTC, CTC, SSIM, PSNR для видео; LSD, MCD, SSIM/RMSE на спектрограммах для аудио).

Что получилось?

Сравнение результатов CineSync, CineSync-fMRI и CineSync-EEG с исходными видео (GT). CineSync демонстрирует более высокую точность, улучшенную временную согласованность и лучшее качество реконструируемого видео
Сравнение результатов CineSync, CineSync-fMRI и CineSync-EEG с исходными видео (GT). CineSync демонстрирует более высокую точность, улучшенную временную согласованность и лучшее качество реконструируемого видео

  • Фьюжн работает: Эксперименты показали, что модель CineSync, использующая одновременно фМРТ и ЭЭГ, превосходит варианты, использующие только фМРТ или только ЭЭГ. Качество реконструкции видео по большинству метрик выше именно у обьединенной модели.

  • State-of-the-Art (SOTA): Предложенный подход CineSync достиг передового уровня качества (SOTA) в задаче реконструкции видео из сигналов мозга на новом датасете CineBrain.

  • Качественные улучшения: Визуальные примеры показывают, что CineSync генерирует видео с лучшей семантической точностью (похоже по смыслу), временной согласованностью и общим визуальным качеством по сравнению с моделями, использующими только одну модальность.

  • Реконструкция аудио: Фреймворк принципиально можно использовать и для реконструкции звука.

  • Датасет валиден: Результаты подтверждают, что собранный датасет CineBrain пригоден для сложных задач мультимодального декодирования.

    Представлены средние показатели эффективности для всех участников экспериментов
    Представлены средние показатели эффективности для всех участников экспериментов

Выводы и перспективы

Эта работа - заметный шаг вперед в визуализации и декодировании работы мозга.

  • Датасет CineBrain — ценный ресурс для исследователей. Он позволяет изучать, как мозг интегрирует видео и аудио в динамике, искать нейронные корреляты понимания сюжетов, разрабатывать новые методы фьюжна мультимодальных нейронных данных и многое другое.

  • Фреймворк CineSync показывает, что обьединение фМРТ и ЭЭГ перспективно, а использование мощных диффузионных моделей открывает новые горизонты в нейродекодинге.

  • Cine-Benchmark предлагает стандартный способ оценки, что важно для сравнения будущих работ.

Но 6 участников - это немного для исследований мозга. Выводы могут быть не до конца обобщаемыми на всех людей, так как индивидуальные различия в работе мозга бывают значительными. Также результаты получены на комедийном сериале, насколько хорошо метод сработает для других жанров видео или типов контента - пока вопрос.

Несмотря на SOTA-результаты, абсолютное качество реконструкции сложных динамических сцен из сигналов мозга все еще далеко от идеального просмотра "мыслей" на экране. Прогресс в "чтении мыслей" неизбежно поднимает важные этические вопросы о приватности и возможном неправильном использовании таких технологий. Об этом нужно помнить.

Если вам интересна тема ИИ, подписывайтесь на мой Telegram-канал - там я регулярно делюсь инсайтами по внедрению ИИ в бизнес, запуску ИИ-стартапов и объясняю, как работают все эти ИИ-чудеса.

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  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 09.10.25 11:05 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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