DeepMOT

Important Note

We will make publicly available the new code and trained models used in the newly submitted paper in the following week.

How To Train Your Deep Multi-Object Tracker
Yihong Xu, Aljosa Osep, Yutong Ban, Radu Horaud,Laura Leal-Taixé, Xavier Alameda-Pineda
[Paper]

Bibtex

If you find this code useful, please star the project and consider citing:

@misc{xu2019train,
    title={How To Train Your Deep Multi-Object Tracker},
    author={Yihong Xu and Aljosa Osep and Yutong Ban and Radu Horaud and Laura Leal-Taixe and Xavier Alameda-Pineda},
    year={2019},
    eprint={1906.06618},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}

Demo

Acknowledgement

Some codes are modified and network pretrained weights are obtained from the following repositories:
Single Object Tracker: SiamRPN, Tracktor.

@inproceedings{Zhu_2018_ECCV,
  title={Distractor-aware Siamese Networks for Visual Object Tracking},
  author={Zhu, Zheng and Wang, Qiang and Bo, Li and Wu, Wei and Yan, Junjie and Hu, Weiming},
  booktitle={European Conference on Computer Vision},
  year={2018}
}

@InProceedings{Li_2018_CVPR,
  title = {High Performance Visual Tracking With Siamese Region Proposal Network},
  author = {Li, Bo and Yan, Junjie and Wu, Wei and Zhu, Zheng and Hu, Xiaolin},
  booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2018}
}

@InProceedings{tracktor_2019_ICCV,
  author = {Bergmann, Philipp and Meinhardt, Tim and Leal{-}Taix{\'{e}}}, Laura},
  title = {Tracking Without Bells and Whistles},
  booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
  month = {October},
  year = {2019}}

MOT Metrics in Python: py-motmetrics
Appearance Features Extractor: DAN

@article{sun2018deep,
  title={Deep Affinity Network for Multiple Object Tracking},
  author={Sun, ShiJie and Akhtar, Naveed and Song, HuanSheng and Mian, Ajmal and Shah, Mubarak},
  journal={arXiv preprint arXiv:1810.11780},
  year={2018}
}

Training and testing Data from:
MOT Challenge: motchallenge

@article{MOT16,
	title = {{MOT}16: {A} Benchmark for Multi-Object Tracking},
	shorttitle = {MOT16},
	url = {http://arxiv.org/abs/1603.00831},
	journal = {arXiv:1603.00831 [cs]},
	author = {Milan, A. and Leal-Taix\'{e}, L. and Reid, I. and Roth, S. and Schindler, K.},
	month = mar,
	year = {2016},
	note = {arXiv: 1603.00831},
	keywords = {Computer Science - Computer Vision and Pattern Recognition}
}