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KCF目标跟踪

使用KCF实现的目标跟踪系统

文件结构

dataset/
    OTB100/ # OTB数据集,由视频的图片序列组成
        xxx/
        ...
    video.avi # 视频文件数据

tracker.py # KCF实现
main.py # 主要实验

参考

High-Speed Tracking with Kernelized Correlation Filters论文

论文源码

KCF目标跟踪方法分析与总结

[译]Kernelized Correlation Filters - KCF译文

【KCF算法解析】High-Speed Tracking with Kernelized Correlation Filters笔记

Usage

如果需要测试请将数据放在./dataset文件夹下,数据支持三种形式:

  • 数据集读取:img序列+rect文本,如OTB数据集
  • 视频文件:video.xxx
  • 实时视频:cv读取视频设备画面
python main.py seq 
python main.py video [video_path]
python main.py camera [device_id]  

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ComputerVision Course Design: Implementing the KCF algorithm for tracking objects

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