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khuang9/ByteTrack-cpp-3d

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ByteTrack-cpp-3d

C++ implementation that extends the original ByteTrack-cpp from 2D to 3D.

Overview

Original ByteTrack-cpp Overview

Adapted from ByteTrack-cpp (MIT License)

  • The implementation is based on ByteTrack-CPP-ncnn that is the official C++ implementation using ncnn
  • Only tracking algorithm are implemented in this repository
    • Any object detection algorithm can be easily combined
  • Provided as a shared library usable in C++17 or higher
  • The output of the implementation has been verified to be equivalent to the output of the ByteTrack-CPP-ncnn

Fork Details

  • This fork extends ByteTrack-cpp from 2D to 3D (see original overview of ByteTrack-cpp above)
  • Kalman filter covariances use defaults from AB3DMOT
  • Core tracker logic incorporates ideas from ByteTrackV2

Dependencies

  • Eigen 3.3
  • C++ compiler with C++17 or higher support
  • CMake 3.14 or higher
  • GoogleTest 1.10 or higher (Only tests)

Build and Test

The shared library (libbytetrack.so) can be build with following commands:

mkdir build && cd build
cmake ..
make

Disclaimer:

Tests have not been fully updated for 3D as the original test data is for 2D tracking.


## Tips

You can use docker container to build the implementation.

```shell
docker build . -t bytetrack-cpp:latest
docker run -ti --rm \
           -v ${PWD}:/usr/src/app \
           -w /usr/src/app \
           bytetrack-cpp:latest

License

MIT

About

C++ implementation of 3D ByteTrack that does not include an object detection algorithm.

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