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Multi-Object Tracking 벤치마크

Multi-Object Tracking on MOTS20

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sMOTSA

40.6 48.05 55.5 62.95 70.4 2019-02 2026-11 Track R-CNN — 40.6 (2019-02-10) Track R-CNN — 40.6 (2019-02-10) ReMOTS — 70.4 (2020-07-07) ReMOTS — 70.4 (2020-07-07) TrackFormer — 54.9 (2021-01-07) TrackFormer — 54.9 (2021-01-07) TraDes — 50.8 (2021-03-16) TraDes — 50.8 (2021-03-16) UniTrack — 68.9 (2021-07-05) UniTrack — 68.9 (2021-07-05) Unicorn — 65.3 (2022-07-14) Unicorn — 65.3 (2022-07-14) Track R-CNN — 40.6 (2019-02-10) ReMOTS — 70.4 (2020-07-07)
RankModel sMOTSAIDF1IDs Extra Training Data PaperCodeYear
1 ReMOTS 70.4–– ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation 2020
2 UniTrack 68.967.2622 Do Different Tracking Tasks Require Different Appearance Models? Zhongdao/UniTrack 2021
3 Unicorn 65.365.9– Towards Grand Unification of Object Tracking masterbin-iiau/unicorn 2022
4 TrackFormer 54.9–– ✓ TrackFormer: Multi-Object Tracking with Transformers timmeinhardt/trackformer · acaelles97/devis 2021
5 TraDes 50.858.7– Track to Detect and Segment: An Online Multi-Object Tracker JialianW/TraDeS 2021
6 Track R-CNN 40.642.4– MOTS: Multi-Object Tracking and Segmentation 2019
7 ReMOTS 70.4–– ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation 2020
8 UniTrack 68.967.2622 Do Different Tracking Tasks Require Different Appearance Models? Zhongdao/UniTrack 2021
9 Unicorn 65.365.9– Towards Grand Unification of Object Tracking masterbin-iiau/unicorn 2022
10 TrackFormer 54.9–– ✓ TrackFormer: Multi-Object Tracking with Transformers timmeinhardt/trackformer · acaelles97/devis 2021
11 TraDes 50.858.7– Track to Detect and Segment: An Online Multi-Object Tracker JialianW/TraDeS 2021
12 Track R-CNN 40.642.4– MOTS: Multi-Object Tracking and Segmentation 2019
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