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SotA/Computer Vision/Video Object Segmentation/YouTube-VOS 2019

Video Object Segmentation on YouTube-VOS 2019

Metric: Jaccard (Unseen) (higher is better)

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#Model↕Jaccard (Unseen)▼Extra DataPaperDate↕Code
1R50-AOST (L'=1)754.8NoScalable Video Object Segmentation with Identifi...2022-03-22Code
2DEVA89.9YesTracking Anything in High Quality2023-07-26Code
3Cutie+ (base, MEGA)82.7YesPutting the Object Back into Video Object Segmen...2023-10-19Code
4XMem (BL30K,MS)81.8YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
5XMem (BL30K, MS)81.8YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
6XMem (MS)81.8YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
7SwinB-AOTv2-L (all frames, MS)81NoScalable Video Object Segmentation with Identifi...2022-03-22Code
8R50-DeAOT-L80.8NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
9STCN (MS)80.8NoRethinking Space-Time Networks with Improved Mem...2021-06-09Code
10SwinB-DeAOT-L80.4NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
11XMem80.3YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
12XMem (BL30K)80.3YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
13SwinB-AOTv2-L (all frames)79.8NoScalable Video Object Segmentation with Identifi...2022-03-22Code
14STCN79.4NoRethinking Space-Time Networks with Improved Mem...2021-06-09Code
15R50-AOST (L'=3)79.3NoScalable Video Object Segmentation with Identifi...2022-03-22Code
16RPCMVOS79.1NoReliable Propagation-Correction Modulation for V...2021-12-06Code
17DeAOT-B79.1NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
18RPCMVOS79.1NoReliable Propagation-Correction Modulation for V...2021-12-06Code
19BATMAN79NoBATMAN: Bilateral Attention Transformer in Motio...2022-08-01-
20DeAOT-L79NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
21R50-AOST (L'=2)78.9NoScalable Video Object Segmentation with Identifi...2022-03-22Code
22XMem78.5NoXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
23AOT78.4NoAssociating Objects with Transformers for Video ...2021-06-04Code
24STCN78.2NoRethinking Space-Time Networks with Improved Mem...2021-06-09Code
25DeAOT-S78.1NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
26STCN + TrickVOS (PT)77.2NoTrickVOS: A Bag of Tricks for Video Object Segme...2023-06-27-
27CFBI+77.1NoCollaborative Video Object Segmentation by Multi...2020-10-13Code
28MobileVOS76.9NoMobileVOS: Real-Time Video Object Segmentation C...2023-03-14-
29SST76.6NoSSTVOS: Sparse Spatiotemporal Transformers for V...2021-01-21Code
30DeAOT-T76.4NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
31CFBI75.2NoBATMAN: Bilateral Attention Transformer in Motio...2022-08-01-