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BOS-HA - 基于深度学习的手语识别系统

BOS-HA是一个完整的手语识别系统,包括模型训练、实时识别、模型管理和Web客户端界面等功能。

功能特点

  • 实时手语识别: 支持通过摄像头进行实时手语识别
  • 多种模型支持: 支持PyTorch和OpenVINO模型
  • 模型训练与转换: 内置训练模块,支持模型转换为OpenVINO格式
  • Web客户端界面: 提供直观的Web界面,支持实时显示和历史记录
  • WebSocket通信: 基于WebSocket的实时通信架构
  • 可扩展的模型库: 支持多种模型的添加和切换

安装

pip install BOS-HA

快速开始

启动服务器

bosha-server

启动Web客户端

bosha-client

训练模型

bosha-train --config config.json

模型管理

列出可用模型

# 通过API获取
curl http://localhost:8000/models

切换模型

# 通过API切换
curl -X POST "http://localhost:8000/models/switch?model_name=hand_sign_model&model_type=pytorch"

技术架构

  • 后端: FastAPI + WebSocket
  • 前端: Flask + SocketIO + HTML/CSS/JavaScript
  • 模型: PyTorch + OpenVINO
  • 视频处理: OpenCV

目录结构

bosha/
├── server/         # 后端服务
│   ├── models/     # 模型文件
│   ├── services/   # 服务模块
│   └── main.py     # 主入口
├── client/         # 客户端
│   └── web_client/ # Web客户端
└── training/       # 训练模块

许可证

MIT License

贡献

欢迎提交Issue和Pull Request!

联系方式

Metadata

Release files for BOS-HA 1.1.0

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