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human-detection's Introduction

Human-detection

Introduction:

  • 以人为中心的视频分析技术构建

将会使用的技术：行人检测、人脸微表情、视频分类、人脸识别

simple & strong & faster：

  • YOLOV3为baseline
  • 参考文章：V4、Centernet、DetectoRS、coco比赛何凯明全家桶、Deformable Convolution、Hourglass network
  • 加入DIOU loss(听说比较好用)
  • 感受野模块ASPP+Self_Attention
  • 更换激活函数（mish serise）
  • 加入分层预测计划（参见英伟达语义分割最新工作）

论坛：

  • 1.知乎yunyang关于yolov3实现以及 tf2.0 code

​ 地址：

  • 2.参见知乎各种基于IOU的loss，一定要看懂原理和实测

​ 地址：

以上内容个人理解，可尽情添加。

进度

time node :等待美好的七月到来

1.YOLOV3代码马上上传

2.支持各种优化部件

3.模型文件马上支持下载

3.个人实验版本文档马上上传

human-detection's People

Contributors

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