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Н Новости

Цифровое клонирование человека

Недавно в сети появилась новость о том, что художница хочет выйти замуж за голограмму, созданную из идеального для нее мужчины и подходящих для него качеств. Все это больше похоже на фейк или правильнее сказать перформанс, с не очень качественным монтажом. Однако давайте разберемся, насколько сегодня технологии близки к тому, чтобы воплотить этот фейк в жизнь. В этой статье мы поговорим о том, как клонировать себя или своего соседа с помощью проектов с открытым исходным кодом Audio to Photoreal Embodiment и Wunjo AI. Ведь применений для такого продукта просто огромное количество.

Ну монтаж
Ну монтаж
И здесь не выглядит реальным
И здесь не выглядит реальным

Из чего состоит Audio to Photoreal Embodiment?

Если вам интересно узнать ответ на вопрос без подробностей о том, как это работает, просто пролистайте к концу статьи.

  • Подготовка данных. Изначально всё начинается с подготовки данных для обучения. Для этих целей был собран новый, богатый набор данных диадических разговоров (оба собеседника по очереди находятся в ролях говорящего и слушающего), который доолжен позволить детально и реалистично реконструировать людей во время диалога. Набор данных для обучения. В нем вы найдете отрывки разговоров, движение лица и всего тела. Хороший набор данных играет решающую роль для точного обучения моделей.

  • Модель движения. Модель движения состоит из трех частей: модели выражений лица, предиктора для управления позой тела и модели общего движения тела. Модели помогают понять и уловить движения и выражения лица человека во время разговора.

  • Генерация движений лица. Используя звук и результаты предварительно обученной модели, предсказывающей движения губ, они обучили модель создавать реалистичные выражения лица. Цель состоит в том, чтобы синхронизировать движения лица с произносимыми словами для достижения более естественного результата.

  • Генерация движений тела. Для тела они используют звук в качестве входных данных и генерируют направляющие позы (Vector Quantization) один кадр в секунду. Такой подход помогает создать базовую структуру движений тела на основе звука. Векторное квантование - это метод сжатия данных, при котором векторы данных заменяются на ближайший вектор из заранее определенного набора кодов (так называемый кодовый словарь). В данном случае, VQ направляющие позы означает, что направляющие позы (guide poses) проходят процесс векторного квантования.

  • Добавление высокочастотных движений тела в цифровую модель. Высокочастотные движения, имеется в виду изменения поз и движений, происходящие с большей частотой, то есть более мелкие и быстрые движения. Как аудио, так и направляющие позы используются для детальной передачи движений тела с более высокой частотой кадров (30 кадров в секунду) с использованием диффузионной модели. Именно этот шаг добавляет более реалистичные и детальные движения тела в соответствии с аудиовходом.

  • Генерация фотореалистичного аватара. Сгенерированные движения лица и тела объединяются и передаются в обученную модель, которая создает фотореалистичный аватар в виде файла numpy файла, набора числовых векторов, который можно визуализировать. Таким образом, аватар готов и его нужно только отобразить. А подход можно охарактеризовать как применение VQ и моделей диффузии.

Подробнее о том, как это работает, можно узнать из свежой научной статьи от 2024 года, и самого репозитория. Однако, есть и более рании работы, которые могут быть применимы, например LDA (Alexanderson от 2023) основанного на моделях диффузия, Show (Yi от 2023) основан на VQ методе и KNN. Хотя рандом с анимацией губ через Wav2Lip, тоже никто не отменял.

Так, как выполнить цифровое клонирование человека с Audio to Photoreal Embodiment, не вдаваясь во все сложности обучения? Я думаю о таком рецепте, которым хочу с вами поделиться...

  • Запись голоса. На первом этапе нам нужно записать свой голос, синтезировать его или клонировать нужный голос оффлайн в Wunjo AI с открытым исходным кодом и статья как технически клонирование там работает, качественные онлайн решения HeyGen, OpenVoice или RunwayML.

  • Генерация модели. На втором этапе нам нужно при помощи Audio to Photoreal Embodiment (демо на потыкать в Google Colab) и одного из доступных четырех моделей (видео ниже) сгенерировать модель говорящего человека. Так как сбор данных и обучение — сложный технический процесс и, главное, долгий, мы возьмем готовую модель. Скачаем получившийся файл results.npy после генерации.

  • Визуализация аватара. На третьем этапе, используя файл results.npy и репозиторий, мы можем отобразить аватара с любого ракурса.

  • Замена лица и сцена. На четвертом этапе мы помещаем объект в сцену используя софт для монтажа и заменяем лицо нашего аватара по нашей фотографии в Wunjo AI, используя модуль Face Swap (как он работает) или roop. Например всем мужским персонажам в видео я заменил лица на свое лицо. Я уже писал на Хабр, как сделал свой дифпйек для выступления на конференции, обязательно прочитайте если вас заинтересовала эта тема.

  • Сглаживание и корректировки. На пятом этапе производится сглаживание объекта и корректировки. Если у вас мощная видеокарта, вы можете изменить одежду, прическу, добавить очки на аватар и сделать 3D модель более реалистичной через Wunjo AI, используя модуль Video2Videoкак это работает технически) или EbSynth, либо воспользоваться онлайн-решением Pika Labs для изменения деталей и EbSynth с генерированными кадрами в Stable Diffusion и ControlNet, чтобы 3Д модель сделать реалистичнее.

Таким образом, мы можем воссоздать любой диалог между двумя или более человеками и поместить их в необходимый ролик, а дальше дело монтажа. И это только сейчас, в начале 2024 года...

Философские рассуждения

Получается, технологии развиваются таким образом, что в будущем, можно создать не просто реалистичный и умный аватар, но и цифрового двойника, способного воспроизвести наши слова и движения со всей базой знаний интернета. Уже сейчас можно создать, что такое простое, как я описал выше и это лишь первые шаги в мире, где границы между виртуальным и реальным становятся все более размытыми.

Теперь, представьте, что в будущем мы сможем не только реконструировать движения и выражения, но и создавать цифровые и реальные копии наделенным характером и стилем общения. Способны ли мы оживить цифрового «себя» настолько, что он станет неразличим от настоящего и стоит ли этим вообще заниматься?

Напоминает отрывок из сериала Кибердеревня.

Современные технологии уже предоставляют простые средства для цифрового клонирования человека, дипфейки, клонирование речи, изменение видео с помощью текста, и уже создание 3Д моделей человека. Но за этим стоит не только удивительная техническая возможность, но и глубокие философские вопросы о природе человеческой сущности. Может ли она быть скопирована? Можно ли ее копировать?

И вот мы движемся по пути развития возможностей создать цифровую версию себя. Как это повлияет на нашу идентичность, взаимодействие и общество в целом? Например социальные сети и приложения для знакомст уже внесли свой вклад в то, как люди изменили способ общения. Время покажет, на что способны эти технологии, и как они изменят наш взгляд на себя и других. Цифровое клонирование открывает дверь в неизведанный мир возможностей и вопросов, исследование которых будет продолжаться вплоть до тех пор, пока мы сами не решим, кто или что мы на самом деле.

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    "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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