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mikel-brostrom authored Aug 23, 2023
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Expand Up @@ -21,16 +21,19 @@ This repo contains a collections of pluggable state-of-the-art multi-object trac


<details>
<summary>Supported tracking methods</summary>
<summary>Evaluation metrics</summary>

| Trackers | HOTA↑ | MOTA↑ | IDF1↑ |
| -------- | ----- | ----- | ----- |
| [OCSORT](https://arxiv.org/pdf/2203.14360.pdf) | | | |
| [ByteTrack](https://arxiv.org/pdf/2110.06864.pdf) | | | |
| [DeepOCSORT](https://arxiv.org/pdf/2302.11813.pdf) | | | |
| [BoTSORT](https://arxiv.org/pdf/2206.14651.pdf) | | | |
| [BoTSORT](https://arxiv.org/pdf/2206.14651.pdf) | 77.812 | 78.87 | 88.917 |
| [HybridSORT](https://arxiv.org/pdf/2308.00783.pdf) | 77.283 | 77.887 | 88.821 |
| [OCSORT](https://arxiv.org/pdf/2203.14360.pdf) | 76.925 | 78.01 | 88.466 |
| [DeepOCSORT](https://arxiv.org/pdf/2302.11813.pdf) | 75.767 | 74.447 | 86.333 |
| [ByteTrack](https://arxiv.org/pdf/2110.06864.pdf) | 75.613 | 74.57 | 85.996 |
| [StrongSORT](https://arxiv.org/pdf/2202.13514.pdf) | | | |
| [HybridSORT](https://arxiv.org/pdf/2308.00783.pdf) | | | |

NOTES: the evaluation is performed on the 10 first frames of each MOT17 sequence. The detector used is ByteTrack's YoloXm, trained on CrowdHuman, MOT17, Cityperson and ETHZ.


For the methods using appearance description, both heavy ([CLIPReID](https://arxiv.org/pdf/2211.13977.pdf)) and lightweight state-of-the-art ReID models ([LightMBN](https://arxiv.org/pdf/2101.10774.pdf), [OSNet](https://arxiv.org/pdf/1905.00953.pdf) and more) are downloaded automatically.

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