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Как студент MIT ускорил реставрацию картин с помощью ИИ и полимерных масок

Реставрация старых картин — процесс, требующий и художественного чутья, и усидчивости. На восстановление одного полотна уходят месяцы и даже годы. Алекс Качкин, аспирант Массачусетского технологического института (MIT), предложил метод, который использует искусственный интеллект и полимерные маски для быстрого и обратимого восстановления поврежденных произведений искусства. Его разработка, описанная в журнале Nature, обещает вернуть к жизни тысячи картин, спрятанных в запасниках музеев.

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От хобби к научному прорыву

Алекс Качкин — не профессиональный реставратор, а инженер-механик, для которого восстановление картин начиналось как хобби. Однажды он потратил девять месяцев на барочную итальянскую картину, и это заставило его задуматься: нельзя ли ускорить процесс с помощью технологий? Идея появилась в 2021 году во время поездки через всю страну в MIT. Тогда он посещал галереи и видел, сколько поврежденных произведений остаются недоступными для публики из-за нехватки ресурсов на реставрацию. По данным Nature, около 70% картин в музейных коллекциях хранятся в запасниках, в том числе из-за высокой стоимости восстановления.

Качкин решил применить свои знания и современные технологиии, чтобы создать метод, который не только ускоряет процесс, но и делает его обратимым, сохраняя оригинал в неприкосновенности. Его решение — сочетание компьютерного зрения, искусственного интеллекта и инновационного подхода к печати полимерных масок.

Алекс Качкин. Источник
Алекс Качкин. Источник

Как это работает: от скана до маски

Процесс начинается с традиционной очистки картины, чтобы убрать старые реставрационные наслоения. Затем полотно сканируется с высоким разрешением, и данные передаются в программное обеспечение, разработанное Качкиным. Оно анализирует повреждения и создает цифровую версию восстановленного изображения. Алгоритмы компьютерного зрения определяют, как должны выглядеть утраченные фрагменты, основываясь на сохранившихся частях картины и стиле художника.

Качкин сознательно отказался от использования генеративных ИИ-моделей вроде Stable Diffusion, которые могут вызывать «пространственные искажения» и затруднить точное совмещение цифровой реставрации с оригиналом. Вместо этого он применил проверенные методы компьютерного зрения: «перекрестное окрашивание» мелких трещин и «локальную частичную свертку» для восстановления простых узоров. Для сложных элементов, таких как лица, он использовал традиционные методы реставрации, заимствуя нужное из других работ того же художника.

Процесс реставрации от начала до конца. Слева — поврежденная картина. В центре — диагностическая карта: красным отмечены трещинки в краске, синим — утраченные фрагменты, розовым — царапины. Три горизонтальные полосы — крупные трещины основания картины. Справа — результат с нанеснной полимерной маской. Источник
Процесс реставрации от начала до конца. Слева — поврежденная картина. В центре — диагностическая карта: красным отмечены трещинки в краске, синим — утраченные фрагменты, розовым — царапины. Три горизонтальные полосы — крупные трещины основания картины. Справа — результат с нанеснной полимерной маской. Источник

На основе цифровой модели программа составляет карту повреждений, выделяя тысячи участков, которые требуют восстановления, и подбирает для каждого точный цвет. Эта карта преобразуется в физическую маску — двухслойную полимерную пленку. Первый слой содержит цвета, второй — дает яркость и точность оттенков. Пленки печатаются на высокоточных струйных принтерах, а затем вручную накладываются на картину и фиксируются лаком, который используется в реставрации. Важно, что материалы маски можно растворить специальным составом без вреда для оригинала.

Здесь показаны этапы реставрации с наложением тех самых пленок-фильтров, накладываемых на оригинальный холст. Источник
Здесь показаны этапы реставрации с наложением тех самых пленок-фильтров, накладываемых на оригинальный холст. Источник

Чтобы продемонстрировать работоспособность метода, Качкин выбрал сложный объект — сильно пострадавшую картину XV века. Ее приписывают Мастеру Поклонения Прадо (Master of the Prado Adoration). Алгоритмы обнаружили 5 612 поврежденных зон на картине. Чтобы точно воспроизвести утраченные фрагменты, программа использовала 57 314 уникальных цветовых оттенков — каждый участок требовал индивидуального подбора цвета для соответствия оригиналу. Весь процесс — от сканирования до нанесения маски — всего 3,5 часа. Для сравнения, традиционная реставрация такого полотна могла бы занять около 200 часов. То есть новый метод примерно в 66 раз быстрее.

Цифровой файл маски сохраняется, создавая своего рода «историю болезни» картины. Как отметил Качкин в интервью MIT News, это дает специалистам четкое понимание, какие изменения были внесены, чего раньше в реставрации не удавалось достичь. Это особенно важно, учитывая, что многие картины проходят через несколько процедур «омоложения» за свою историю, и каждое вмешательство может повлиять на их восприятие.

Автор технологии признает, что метод не заменяет реставраторов, а лишь помогает им. Решения об уровне вмешательства и соответствии оригинальному замыслу художника остаются за человеком. «Это инструмент, который освобождает от рутинной работы, позволяя сосредоточиться на более сложных задачах», — говорит он.

Есть и технические ограничения. Метод лучше всего подходит для плоских и лакированных картин. Произведения с выраженной текстурой, такие как импрессионистские полотна с густыми мазками, или фрески на изогнутых поверхностях, пока не подходят для этой технологии, так как пленка может не прилегать плотно, вызывая оптические дефекты. Кроме того, требуется дальнейшее изучение долговременного воздействия полимерных пленок на поверхность картин, хотя их обратимость уже является большим плюсом.

Потенциал и перспективы

Метод Качкина может стать прорывом для музеев, где хранятся тысячи поврежднных картин, не попадающих в экспозиции из-за ограниченных бюджетов. По словам исследователя, его цель — привлечь внимание к реставрации и дать дополнительные инструменты для работы специалистам. Возможность быстро и недорого восстанавливать менее ценные, но все же значимые произведения искусства может изменить подход к сохранению культурного наследия.

К тому же метод открывает новые горизонты для цифровой документации. С файлами масок можно отслеживать историю реставрации. Возможно, в будущем их получится использовать для создания виртуальных копий картин, доступных онлайн. Это особенно актуально в эпоху цифровизации музейных коллекций.

В профессиональных кругах мнения разделились. Йенс Стенгер, химик-физик из музея Глиптотека в Копенгагене, высоко оценил точность и обратимость метода, назвав его «поистине удивительной работой». В то же время скептики, такие как Марк Уолтон из Университета Гонконга, считают, что технология требует тщательной проверки сообществом искусствоведов и реставраторов. А Маргарет Холбен Эллис из Института изящных искусств Нью-Йоркского университета, выражает опасение, что автоматизация может упростить процесс принятия решений, требующих тонкого художественного чутья. Она подчеркивает, что без личного осмотра сложно оценить, насколько естественно маска смотрится на картине.

Что дальше

Качкин уже поделился своим программным обеспечением онлайн, то есть его наработки доступны для других исследователей и реставраторов. В будущем он планирует усовершенствовать технологию, чтобы она могла работать с более сложными поверхностями и текстурами. Также важно изучить, как полимерные пленки ведут себя в долгосрочной перспективе, особенно в условиях музейного хранения.

И все же метод, насколько можно судить, рабочий. Вполне возможно, в скором времени мы увидим в музеях картины, которые считались потерянными для зрителей, — и все это благодаря сочетанию инженерной мысли и любви к искусству.

А что вы думаете об этой технологии — просто интересный проект или реально рабочая идея?

Источник

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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 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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