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智慧教室Java

智慧教室项目的Java版本,尝试将多人姿态估计、情绪识别、人脸识别、静默活体检测等技术在java上实现。

项目环境

  • java 1.8
  • Deep Java Library 0.12.0-SNAPSHOT
  • 更多详见pom.xml文件

TODO

  • AlphaPose多人姿态估计
  • 轻量化AlphaPose的SPPE
  • 组合LPN轻量化人脸对齐的轻量化全身姿态估计(86关键点)方法
  • 实时流水线处理框架
  • 多人姿态估计任务的ForkJoin并行处理
  • 课堂19种行为的识别(基于关键点的逻辑回归方法)
  • 头部姿态估计
  • rtmp视频推流
  • 表情识别
  • 面部疲劳检测
  • 基于模糊综合分析的群体课堂专注度分析算法
  • 人脸识别
  • 前后端工程

系统设计

未完善

系统结构

image-20210717005402204

  • 业务api:通过springboot构建系统的网络接口
  • 智慧教室Core:智慧教室系统的核心模块,通过设置和执行“任务方案”完成相关功能
  • 任务方案:提供“课堂专注度分析”方案、“动态点名”方案和“作弊检测”方案,后期可提供定制化接口
    • 定时任务(可设置)、公共的任务参数、任务图(下一个任务的指针+执行模块指针)
  • 执行模块: 封装一个抽象类,利用线程池提供异步的处理
  • 智慧教室Core (流水线模式)

image-20210717005714507

流水线处理模型

image-20210717010103943

image-20210717010110481

程序运行效果

Alphapose+动作分类,使用opencv进行播放

alphapose_on_java

smartclassroomjava's People

Contributors

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