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Tracking

主要实现了基于Sort的MOT的Tracking模块

介绍

  本仓库主要实现了基于Sort的MOT的Tracking模块 ,并留下MOT的通用接口,待实现DeepSort等常用MOT算法

项目结构

项目的基础结构如下文件树所示

├── demo      : 测试
│   ├── CMakeLists.txt
│   └── TrackingDemo.cpp
├── include   
│   ├── BatchTracker.hpp  : 基础单个跟踪器,由kf实现,可更改(比如改成kf+kcf的组合跟踪器)
│   ├── Common.hpp        :包含匈牙利算法(引用),和多个iou计算函数
│   └── Tracking.hpp      : 定义 Tracking 基类
├── README.md
└── src
    ├── BatchTracker.cpp
    ├── Common.cpp
    └── Tracking.cpp

依赖环境

  1. C++11

  2. OpenCV >=4.4.0

Demo

通过以下命令构建demo

$  cd path/to/tracking
$  cd demo
$  mkdir build && cd build
$  cmake ..
$  make -j
$  ./demo ../test_video.mp4

算法原理 (TODO)

  • Sort

    1. 匈牙利算法

    2. kalman Filter

  • DeepSort

    1. ReID

    2. 匈牙利算法

    3. kalman Filter

  • ...

Reference:

[1]. abewley/sort,https://github.com/abewley/sort

[2]. mcximing/sort-cpp,https://github.com/mcximing/sort-cpp

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