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![owt](https://user-images.githubusercontent.com/23000532/160293694-6fc0a3da-c177-4776-8472-49ff6ff375a3.jpg) | |
# Opening Up Open-World Tracking - Official Evaluation Code | |
TrackEval now contains the official evalution code for evaluating the task of **Open World Tracking**. | |
This is the official code from the following paper: | |
<pre><b>Opening up Open-World Tracking</b> | |
Yang Liu*, Idil Esen Zulfikar*, Jonathon Luiten*, Achal Dave*, Deva Ramanan, Bastian Leibe, Aljoša Ošep, Laura Leal-Taixé | |
<t><t>*Equal contribution | |
CVPR 2022</pre> | |
[Paper](https://arxiv.org/abs/2104.11221) | |
[Website](https://openworldtracking.github.io) | |
## Running and understanding the code | |
The code can be run by running the following script (see script for arguments and how to run): | |
[TAO-OW run script](https://github.com/JonathonLuiten/TrackEval/blob/master/scripts/run_tao_ow.py) | |
To understand the the data is being read and used, see the TAO-OW dataset class: | |
[TAO-OW dataset class](https://github.com/JonathonLuiten/TrackEval/blob/master/trackeval/datasets/tao_ow.py) | |
The implementation of the 'Open World Tracking Accuracy' (OWTA) metric proposed in the paper can be found here: | |
[OWTA metric](https://github.com/JonathonLuiten/TrackEval/blob/master/trackeval/metrics/hota.py) | |
## Citation | |
If you work with the code and the benchmark, please cite: | |
***Opening Up Open-World Tracking*** | |
``` | |
@inproceedings{liu2022opening, | |
title={Opening up Open-World Tracking}, | |
author={Liu, Yang and Zulfikar, Idil Esen and Luiten, Jonathon and Dave, Achal and Ramanan, Deva and Leibe, Bastian and O{\v{s}}ep, Aljo{\v{s}}a and Leal-Taix{\'e}, Laura}, | |
journal={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, | |
year={2022} | |
} | |
``` | |
***TrackEval*** | |
``` | |
@misc{luiten2020trackeval, | |
author = {Jonathon Luiten, Arne Hoffhues}, | |
title = {TrackEval}, | |
howpublished = {\url{https://github.com/JonathonLuiten/TrackEval}}, | |
year = {2020} | |
} | |
``` | |