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高密度环境下的行人统计

本项目目标检测算法使用的是FCHD-Fully-Convolutional-Head-Detector,目标跟踪使用的是在线多实例学习online MIL算法。

依赖

  • 系统Windows 10,显卡使用的GTX 1060,理论上Linux也可以运行。

  • 安装PyTorch >=0.4 with GPU (code are GPU-only)

  • 安装 cupy,可以通过 pip install cupy-cuda80 or(cupy-cuda90,cupy-cuda91, etc).

  • install visdom for visualization, refer to their github page

运行

  1. 下载 VGG16 预训练模型,link.下载好后存到data/pretrained_model folder.
  2. 下载训练好的模型 link. 放到checkpoints/ folder.
  3. 下载测试视频video1video2
  4. 修改demo.py中的视频路径
  5. 运行
python demo.py

参考

FCHD-Fully-Convolutional-Head-Detector

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