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Как мы научили нейросети читать паспорта: история борьбы с бликами, водяными знаками и кривыми фото

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Привет, Хабр!

Если вы когда-либо сталкивались с автоматическим распознаванием документов, то знаете, насколько сложно работать с документами удостоверяющими личность (ID-документами). Хотя, казалось бы, что может быть проще, чем распознать фото паспорта, но на практике это может вызывать сложности у OCR-алгоритмов. Ведь паспорта, водительские удостоверения и другие ID-формы часто содержат сложные фоны, голограммы, блики от ламинации и т.п.

Раньше для распознавания ID-документов в наших продуктах мы использовали бинаризацию — метод, который упрощал изображение до черно-белого формата. Однако вместе с шумами при бинаризации «затирались» и полезные данные. А когда в кадр попадали пальцы или документ лежал под углом, результаты распознавания могли стать совсем непредсказуемыми.

Под катом расскажем, как нам удалось повысить точность распознавания ID-документов на 40%, какие технологии за этим стоят и почему старые методы перестали справляться с современными вызовами.

Проблемы старого подхода к распознаванию паспортов

Изначально у нас было две основные технологии распознавания ID-документов: «нейропаспорт» и общий механизм для любых документов. «Нейропаспорт» — нейросетевой механизм, заточенный исключительно под паспорта. Он работал быстро (2–3 секунды на документ), но стоило ему встретить паспорт с незнакомым шрифтом (например, старый советский образец) или нестандартным оформлением (например, зарубежный паспорт) — качество распознавания сразу падало.

В рамках общего механизма обработки документов мы не использовали нейросети для поиска текста — строки собирались из отдельных растровых компонентов, найденных после бинаризации. Для распознавания текста применялась либо LSTM-нейросеть, либо классические (не нейросетевые) методы. На стандартных офисных документах эта технология работала прекрасно. Однако на ID-документах с бликами, водяными знаками и сложным фоном нередко могли возникать ошибки.

Ниже привели несколько примеров образцов паспортов со сложным фоном и другими артефактами, с которыми раньше плохо справлялись наши технологии распознавания.

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Мы хотели приблизить качество распознавания ID-документов к 100%, поэтому начали тестировать новый алгоритм.

Новая схема работы алгоритма обработки паспортов и других ID-форм
Новая схема работы алгоритма обработки паспортов и других ID-форм

Новый подход: умная классификация, трансформеры и исправление перспективы

Мы полностью пересмотрели процесс обработки документов. Ключевые изменения описаны далее.

Умная классификация документов. Система автоматически стала определять тип документа (паспорт, накладная, договор) и выбирать подходящий пайплайн для его предобработки. Раньше для этого требовалась ручная настройка под каждый вид документа.

Для баланса между скоростью и качеством работы нового классификатора мы использовали нейросетевую модель на основе MobileNet.

Исправление перспективы. Разработали специальный «паспортный кроп». С его помощью мы научили систему самостоятельно находить границы страницы (даже если они частично закрыты), довернуть верхнюю часть, как будто страница лежит ровно и автоматически определять ориентацию (горизонтальную/вертикальную). В итоге получаем ровный, читаемый документ, даже если изначально он был снят под углом 45 градусов.

Старый алгоритм не мог исправить перекос изображения, из-за этого при распознавании терялась часть значений полей документа
Старый алгоритм не мог исправить перекос изображения, из-за этого при распознавании терялась часть значений полей документа

Детекция текста. С помощью синтетических данных обучили новую нейросеть детектировать текст на паспортах. Для этого сгенерировали тысячи различных вариантов паспортов: с разными шрифтами, имитацией бликов и царапин, водяными знаками разной интенсивности.

Это позволило модели научиться детектировать текст даже на документах плохого качества, игнорируя артефакты.

Старые алгоритмы распознавали серые сканы паспортов с большим количеством ошибок, теряя значения некоторых полей
Старые алгоритмы распознавали серые сканы паспортов с большим количеством ошибок, теряя значения некоторых полей

Распознавание текста: трансформеры вместо LSTM. Старую LSTM-архитектуру мы заменили на трансформерную. Обучили две специализированные модели: общую для кириллицы и для MRZ (машинно-читаемой зоны на паспорте).

Для создания моделей сделали специальный генератор синтетических изображений фрагментов текста. Он умеет добавлять различные необходимые аугментации, чтобы имитировать всевозможные шумы, геометрические искажения, сложный фон, голограммы и пр. В общем все то, что может встретиться на паспортах. Чтобы покрыть все возможные варианты искажений и текста, с помощью этого генератора мы делали обучающие выборки для наших классификаторов — сотни тысяч фрагментов для каждой из моделей.

Для распознавания печатного текста использовали трансформерную модель, которую дообучили работать с кириллицей и шумами. А для MRZ создали отдельную модель, учитывающую ее строгую структуру. Алгоритм проверяет, чтобы определенные символы в MRZ соответствовали расчетным значениям. Если нет — значит, где-то ошибка распознавания, и такие данные лучше не использовать.

Извлечение данных с приоритетом MRZ. Если MRZ распознан корректно (совпадают контрольные суммы), система автоматически берет данные из него — это снижает ошибки при извлечении ключевых полей (ФИО, серия, номер). Если MRZ нельзя распознать с высокой степенью точности, то для извлечения данных используется «гибкое описание» (поиск полей по шаблонам).

Результаты

Чтобы объективно оценить эффективность новой технологии распознавания паспортов, провели тестирование на выборке из 1017 документов. Вот что у нас получилось.

Прежние технологии смогли идеально распознать всего 184 документа — это наш отправной уровень. «Нейропаспорт», несмотря на свою скорость, показал результат в 310 безупречно обработанных документов. А новая модель продемонстрировала значительный рывок — 428 документов с абсолютно точным распознаванием (метрика PassThrough Rate). Разница между новым решением и «нейропаспортом» составила почти 40% — именно настолько увеличилось количество идеально обработанных документов.

Почему мы выбрали метрику PassThrough Rate?

В реальной работе нам и заказчикам критически важно минимизировать участие верификаторов. PassThrough Rate — это именно та метрика, которая показывает, насколько система действительно автоматизирована. Чем выше PassThrough Rate, тем больше документов проходят сквозь систему мгновенно, сокращая нагрузку на сотрудников.

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Вывод

Отказ от бинаризации, разделение пайплайнов и новая архитектура нейросети дали значительный прирост качества распознавания паспортов. Но главное — система легко адаптируется к новым типам документов, а не ломается при первом нестандартном шрифте. Теперь, когда нужно распознать фото паспорта, сделанное на телефон в темном помещении, мы можем быть уверены: система справится. А это, пожалуй, лучшая награда за нашу работу.

Что дальше?

Планируем доработать классификатор для смешанных пакетов, добавить поддержку СНИЛС и водительских удостоверений, а также ускорить обработку фотографий (сейчас они требуют больше времени, чем сканы).

Поделитесь в комментариях, как решаете проблемы сложных фонов на ID-документах?

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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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