/EnsembleMOT

EnsembleMOT: A Step towards Ensemble Learning of Multiple Object Tracking

Primary LanguagePythonApache License 2.0Apache-2.0

EnsembleMOT

EnsembleMOT: A Step towards Ensemble Learning of Multiple Object Tracking

Yunhao Du, Zihang Liu, Fei Su

arxiv 2210.05278

How to run

Just run python EnsembleMOT.py directly.

You can modify the methods list to select trackers to be merged.

For example, the default is

methods = [
    join(dir_results, 'FairMOT'),
    join(dir_results, 'SiamMOT'),
]

and you can change it to

methods = [
    join(dir_results, 'TransTrack'),
    join(dir_results, 'CenterTrack'),
]

Visualization

image

Results

image

TODO

  • Voting-based Ensemble
  • DeepSORT-based Ensemble

Citation

@misc{2210.05278,
Author = {Yunhao Du and Zihang Liu and Fei Su},
Title = {EnsembleMOT: A Step towards Ensemble Learning of Multiple Object Tracking},
Year = {2022},
Eprint = {arXiv:2210.05278},
}