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Н Новости

Нейросеть на основе MTCNN и InceptionResnet для проверки подлинности изображения лица

Студентки Университета МИСИС создали кастомную нейросеть для определения наличия лиц на фотографиях и вычисления подлинных. Загружать изображения для проверки можно через специально разработанное веб-приложение, также предусмотрена возможность анализа в реальном времени через камеру компьютера. Для обучения нейросети использовались 16 500 настоящих и фейковых фотографий. Разработка, сделанная по заказу компании VK, получила первое место на хакатоне INNOGLOBALHACK.

Для решения задачи по созданию face anti-spoofing – комплекса защитных мер, направленных на предотвращение обмана систем защиты путем предъявления ей «ложного» лица – разработчики используют системы с применением внешних датчиков электронных устройств или анализом видео-отрывка, по которому можно определить, настоящее ли перед нами лицо и окружение вокруг него и др.

Перед студентами-участниками хакатона стояла задача – предложить систему проверки подлинности изображения лица только по изображению с использованием методов машинного обучения. Для решения было необходимо использование методов машинного обучения для предотвращения таких обманов, как фотографии лица в печатном и электронном виде, а также объемные маски, имитирующие черты лица человека (в области face anti-spoofing перечисленные варианты обманов можно объединить, как presentation attacks). Над задачей работали студентки 4-го курса Института компьютерных наук НИТУ МИСИС: Алиса Семенова @NeAlyssa, Алина Бурыкина@BurykinaA, Елизавета Борисенко@kokosikEH.

«Важным этапом разработки решения с использованием машинного обучения является поиск набора данных для обучения моделей (в данном случае речь идет о большом количестве фотографий с примерами как реальных лиц, так и «ложных»). Мы использовали один из самых популярных и больших наборов данных для нашей задачи CelebA Spoof, из которого мы, написав отдельную программу, выгрузили около 8000 подлинных и 8000 фейковых изображений с примерно равномерным распределением по типам обмана систем распознавания лиц. В основном набор был ориентирован на обман с помощью печатных фотографий и изображений на экранах электронных устройств»,пояснила Алиса Семенова, студентка 4 курса Университета МИСИС. – Также мы добавили в обучающую выборку самостоятельно собранный набор данных из 500 изображений с другими типами обмана: маски и персонажи мультфильмов, а также, в качестве дополнения, сами напечатали фотографии людей с различными внешними признаками, сделали их «ложные» изображения и добавили в нашу выборку. По итогу полученный набор данных содержал в себе 16500 изображений, что достаточно как для дообучения нейронных сетей, так и для обучения с нуля не очень глубоких сетей. Также мы исследовали вопрос оптимального соотношения площади лица на изображении ко всей картинке, остановившись на 60%».

Следующим этапом было исследование уже существующих подходов решения данной задачи, проведение экспериментов и адаптация существующих решений под небольшую модель, которая сможет быстро работать. Первостепенно разработчики выбрали сеть MobileNet для построения базового решения, так как ее преимуществами являются быстрота и способность понимать контекст изображения. Далее, изучив новейшие подходы к решению задачи, студентки решили дообучить сеть MiniFasNet, имеет ряд дополнительных преимуществ.

«Данная сеть справлялась с задачей лучше, чем предыдущая, но все равно ошибалась. Мы попробовали добавить к модели определение глубины на изображении, что дало увеличение точности работы сети. Определив преимущества и недостатки изученных сетей, мы пришли к нашему итоговому решению», – прокомментировала Алина Бурыкина, студентка 4 курса Университета МИСИС.

Участницы команды разработали кастомную нейронную сеть, представляющую собой двухступенчатую систему. На первом этапе используется предобученная нейронная сеть MTCNN, которая определяет положение лица на картинке. Затем на изображение добавляется специальное поле, 60% от площади которого составляет анализируемое лицо. Такое приближение дает значительный прирост в точности. Далее используется сеть InceptionResnet, благодаря которой были получены числовые представления особенностей лица. Это позволило избежать смещения в предсказании модели, которая помимо лица анализирует все изображение в целом. На втором этапе используется еще несколько слоев нейронной сети для отбора признаков изображения. Результаты двух этапов объединяются и проходят через несколько финальных слоев для получения окончательного вывода о подлинности изображения. Этот подход позволил команде достичь высокого значения точности (0.96 по метрике Macro-F1).

С помощью созданного участницами веб-приложения можно анализировать изображения лиц на подлинность, в том числе в режиме реального времени через камеру компьютера.

«Наша команда уже третий год участвует в различных хакатонах, но мы почти ни разу не пробовали свои силы в составе только трех человек. Когда узнали об INNOGLOBALHACK, совершенно спонтанно захотели поехать в Казань именно втроем. Из представленных на выбор заданий хакатона мы также захотели вместо классической продуктовой разработки, в которой мы уже достаточно уверенно себя чувствуем, попробовать поработать с машинным обучением. Это более узконаправленная тема, которая требует специальных знаний и навыков. Алина у нас в команде больше всех интересуется машинным обучением и давно его изучает. В итоге мы получили много нового опыта, работая над своим решением в команде и презентуя его перед членами жюри, и мы искренне не ожидали, что этот экспериментальный хакатон для нас закончится абсолютной победой. Огромное спасибо организатором! Мы работали в очень комфортных условиях и получили много удовольствия от самого процесса. А также наконец погуляли по Казани, поели чакчак с эчпочмаками и поигрались с роботами на улицах Иннополиса!», поделилась впечатлениями Алиса Семенова.

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  • 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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