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SotA/Computer Vision/Semi-Supervised Video Object Segmentation/YouTube-VOS 2018

Semi-Supervised Video Object Segmentation on YouTube-VOS 2018

Metric: Jaccard (Unseen) (higher is better)

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#Model↕Jaccard (Unseen)▼Extra DataPaperDate↕Code
1Cutie+ (base, MEGA)82.2YesPutting the Object Back into Video Object Segmen...2023-10-19Code
2XMem (BL30K, MS)81.7YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
3XMem (MS)81.7YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
4SwinB-AOTv2-L (all frames, MS)80.7NoScalable Video Object Segmentation with Identifi...2022-03-22Code
5R50-DeAOT-L80.4NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
6XMem (BL30K)80.3YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
7XMem80.2YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
8SwinB-DeAOT-L80NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
9SwinB-AOTv2-L (all frames)79.6NoScalable Video Object Segmentation with Identifi...2022-03-22Code
10R50-AOT-L (all frames)79.6NoAssociating Objects with Transformers for Video ...2021-06-04Code
11R50-AOST (L'=3)79.3NoScalable Video Object Segmentation with Identifi...2022-03-22Code
12RAVOS79.1YesRegion Aware Video Object Segmentation with Deep...2022-07-21-
13STCN79YesRethinking Space-Time Networks with Improved Mem...2021-06-09Code
14R50-AOTv2-L (all frames)78.9NoScalable Video Object Segmentation with Identifi...2022-03-22Code
15RPCMVOS-MS78.9NoReliable Propagation-Correction Modulation for V...2021-12-06Code
16R50-AOST (L'=2)78.8NoScalable Video Object Segmentation with Identifi...2022-03-22Code
17DeAOT-L78.6NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
18DeAOT-B78.5NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
19SwinB-AOT-L (all frames)78.4NoAssociating Objects with Transformers for Video ...2021-06-04Code
20AOT-L (all frames)78.4NoAssociating Objects with Transformers for Video ...2021-06-04Code
21QDMN78.4YesLearning Quality-aware Dynamic Memory for Video ...2022-07-16Code
22XMem (YouTubeVOS only)78.2NoXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
23R50-AOT-L78.1NoAssociating Objects with Transformers for Video ...2021-06-04Code
24AOT-B (all frames)78NoAssociating Objects with Transformers for Video ...2021-06-04Code
25SwinB-AOT-L77.9NoAssociating Objects with Transformers for Video ...2021-06-04Code
26DeAOT-S77.9NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
27AOT-L77.7NoAssociating Objects with Transformers for Video ...2021-06-04Code
28AOT-B77.7NoAssociating Objects with Transformers for Video ...2021-06-04Code
29AOT-S (all frames)77.3NoAssociating Objects with Transformers for Video ...2021-06-04Code
30MiVOS77.3YesModular Interactive Video Object Segmentation: I...2021-03-14Code
31CFBI+77.1NoCollaborative Video Object Segmentation by Multi...2020-10-13Code
32HMMN76.8YesHierarchical Memory Matching Network for Video O...2021-09-23Code
33AOT-S76.6NoAssociating Objects with Transformers for Video ...2021-06-04Code
34DeAOT-T75.8NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
35RMNet75.7YesEfficient Regional Memory Network for Video Obje...2021-03-24Code
36R50-AOST (L'=1)75.5NoScalable Video Object Segmentation with Identifi...2022-03-22Code
37KMN75.3YesBATMAN: Bilateral Attention Transformer in Motio...2022-08-01Code
38CFBI75.3NoCollaborative Video Object Segmentation by Foreg...2020-03-18Code
39AOT-T (all frames)75.2NoAssociating Objects with Transformers for Video ...2021-06-04Code
40e-OSVOS74.3YesMake One-Shot Video Object Segmentation Efficien...2020-12-03Code
41AFB-URR74.1YesVideo Object Segmentation with Adaptive Feature ...2020-10-15Code
42AOT-T74NoAssociating Objects with Transformers for Video ...2021-06-04Code
43MAMP64.5NoSelf-Supervised Video Object Segmentation by Mot...2021-07-27Code
44SSM-VOS57.8No--Code
45OSVOS54.2NoOne-Shot Video Object Segmentation2016-11-16Code
46CapsuleVOS53.7NoCapsuleVOS: Semi-Supervised Video Object Segment...2019-09-30Code
47OSMN40.6NoEfficient Video Object Segmentation via Network ...2018-02-04Code