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📝 Сканер тестов\n\n\u003cdiv align=\"center\"\u003e\n\n![image](https://github.com/user-attachments/assets/f6701c19-31a4-40c9-849a-707fd62ba488)\n\n[![Python](https://img.shields.io/badge/Python-3.8+-3776AB?style=for-the-badge\u0026logo=python\u0026logoColor=white)](https://www.python.org)\n[![OpenCV](https://img.shields.io/badge/OpenCV-4.8.0-5C3EE8?style=for-the-badge\u0026logo=opencv\u0026logoColor=white)](https://opencv.org)\n[![Flask](https://img.shields.io/badge/Flask-2.0.1-000000?style=for-the-badge\u0026logo=flask\u0026logoColor=white)](https://flask.palletsprojects.com/)\n[![Socket.IO](https://img.shields.io/badge/Socket.IO-4.0.1-010101?style=for-the-badge\u0026logo=socket.io\u0026logoColor=white)](https://socket.io/)\n[![License](https://img.shields.io/badge/license-MIT-blue?style=for-the-badge)](LICENSE)\n\n### 🔍 Современное решение для автоматизированной проверки тестов на основе компьютерного зрения\n\n[🚀 Демо](#-демонстрация) • [📦 Установка](#-быстрый-старт) • [📖 Документация](#-документация) • [🤝 Вклад](#-участие-в-разработке)\n\n\u003c/div\u003e\n\n---\n\n## 🔗 Полезные ресурсы\n\n- [Специальный шрифт для бланков](https://github.com/mrKamanov/TscanSDK/blob/master/assets/OMRBubbles.ttf)\n- [Образец бланка для тестов](https://github.com/mrKamanov/TscanSDK/blob/master/assets/%D0%9E%D0%B1%D1%80%D0%B0%D0%B7%D0%B5%D1%86%20%D0%B1%D0%BB%D0%B0%D0%BD%D0%BA%D0%B0.docx)\n- [Репозиторий проекта](https://github.com/mrKamanov/TscanSDK)\n\n---\n\n## ✨ Возможности\n\n✅ **Точное распознавание** – коррекция перспективы и адаптивная обработка изображений  \n⚡ **Высокая производительность** – пакетное сканирование и работа в реальном времени  \n📊 **Продвинутая аналитика** – визуализация данных и экспорт отчетов  \n🎨 **Современный интерфейс** – адаптивный дизайн и темная тема  \n\n---\n\n## 🔬 Как это работает?\n\n### 🛠️ Алгоритм обработки\n\n1. **Предобработка** – устранение шумов, нормализация яркости и контраста  \n2. **Обнаружение бланка** – коррекция перспективных искажений  \n3. **Распознавание ответов** – сегментация и анализ заполненных ячеек  \n4. **Анализ результатов** – сопоставление с эталоном и формирование отчета  \n\n### 🏗️ Используемые технологии\n\n- **Backend:** Python, OpenCV, NumPy, Flask\n- **Frontend:** HTML5, CSS3, JavaScript, Socket.IO, Chart.js\n- **Хранение данных:** JSON, Excel, Base64\n\n```mermaid\ngraph TD;\n  A[Веб-интерфейс] --\u003e B[Flask сервер];\n  B --\u003e C[Обработка изображений];\n  C --\u003e D[OpenCV];\n  C --\u003e E[NumPy];\n  B --\u003e F[Генерация отчетов];\n  F --\u003e G[JSON];\n  F --\u003e H[Excel];\n  B --\u003e I[Socket.IO];\n  I --\u003e J[Передача данных в реальном времени];\n```\n\n---\n\n## 📸 Интерфейс\n\n| 🔍 Распознавание | 📦 Пакетная обработка | 📊 Аналитика |\n|---|---|---|\n| ![image](https://github.com/user-attachments/assets/d8d636ce-e6c3-46ff-b4c6-a43eef648a07) | ![image](https://github.com/user-attachments/assets/79d8ee3b-c6f0-4f90-be2c-f346cce06185) | ![image](https://github.com/user-attachments/assets/ac3e511d-751a-402d-9a79-febc3a56f8a3) |\n\n| 📝 Множественный выбор | 🛠️ Конструктор OMR листов | 📑 Инструкции |\n|---|---|---|\n| ![image](https://github.com/user-attachments/assets/6e148e4b-ea0a-429c-bc39-f332d7f472ba) | ![image](https://github.com/user-attachments/assets/f8d78b98-ad39-4d9b-a9cc-3fe77a78c63d) | ![image](https://github.com/user-attachments/assets/7fdf9a7d-3634-4354-8732-81edd0423d40) |\n\n| 📱 Мобильная версия 1 | 📱 Мобильная версия 2 | 📱 Мобильная версия 3 |\n|---|---|---|\n| ![image](https://github.com/user-attachments/assets/d02caef8-dd9c-4761-93c5-eead1ebbcaa7) | ![image](https://github.com/user-attachments/assets/3bb7b585-83d2-4543-be0b-62fc2690ddf1) | ![image](https://github.com/user-attachments/assets/41f0100e-cbf6-41a6-845a-30cefacb41c5) |\n\n---\n\n## 🚀 Быстрый старт\n\n### 🛠️ Требования\n- Python 3.8+\n- pip\n- Веб-камера (для сканирования в реальном времени)\n\n### 📥 Установка\n\n```bash\ngit clone https://github.com/mrKamanov/TscanSDK.git\ncd TscanSDK\npython -m venv venv\nsource venv/bin/activate  # Linux/macOS\nvenv\\Scripts\\activate     # Windows\npip install -r requirements.txt\npython app.py\n```\n\n---\n\n## 📖 Документация\n\n### 🎥 Работа с камерой\n- 🟢 **Включить** – запуск видеопотока\n- 🔴 **Выключить** – остановка записи\n- ⏸️ **Стоп-кадр** – фиксация изображения\n- ➕ **Сохранить** – добавление результата в отчет\n\n### 📦 Пакетная обработка\n1. 📤 Загрузите изображения (drag \u0026 drop или выбор файлов)\n2. ⚙️ Настройте параметры теста\n3. ▶️ Запустите распознавание\n4. 📋 Проверьте результаты\n5. 💾 Экспортируйте отчет\n\n---\n\n## 🤝 Участие в разработке\n\nМы приветствуем вклад в развитие проекта!\n\n1. 🍴 Форкните репозиторий\n2. 🔧 Создайте ветку для новой функции\n3. 📝 Внесите изменения\n4. 🔍 Протестируйте\n5. 📫 Создайте Pull Request\n\n---\n### Сделано с ❤️ для образования\n\n## 👥 Контакты\n\n📧 **mr.kamanov@yandex.ru**\n\n\u003cdiv align=\"center\"\u003e\n\n### 🚀 Поддержите проект! ⭐\n\n[![Follow](https://img.shields.io/github/followers/mrKamanov?label=Follow\u0026style=social)](https://github.com/mrKamanov)\n[![Stars](https://img.shields.io/github/stars/mrKamanov/TscanSDK?style=social)](https://github.com/mrKamanov/TscanSDK)\n\n\u003c/div\u003e\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmrkamanov%2Ftscansdk","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmrkamanov%2Ftscansdk","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmrkamanov%2Ftscansdk/lists"}