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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 (Seen) (higher is better)

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#Model↕Jaccard (Seen)▼Extra DataPaperDate↕Code
1Cutie+ (base, MEGA)86.6YesPutting the Object Back into Video Object Segmen...2023-10-19Code
2XMem (BL30K, MS)85.6YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
3SwinB-AOTv2-L (all frames, MS)85.6NoScalable Video Object Segmentation with Identifi...2022-03-22Code
4SwinB-DeAOT-L85.6NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
5XMem (MS)85.3YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
6XMem (BL30K)85.1YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
7R50-AOTv2-L (all frames)85.1NoScalable Video Object Segmentation with Identifi...2022-03-22Code
8SwinB-AOT-L (all frames)85.1NoAssociating Objects with Transformers for Video ...2021-06-04Code
9R50-DeAOT-L84.9NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
10XMem84.6YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
11R50-AOT-L (all frames)84.5NoAssociating Objects with Transformers for Video ...2021-06-04Code
12SwinB-AOT-L84.3NoAssociating Objects with Transformers for Video ...2021-06-04Code
13DeAOT-L84.2NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
14DeAOT-B83.9NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
15R50-AOST (L'=3)83.8NoScalable Video Object Segmentation with Identifi...2022-03-22Code
16AOT-L (all frames)83.7NoAssociating Objects with Transformers for Video ...2021-06-04Code
17XMem (YouTubeVOS only)83.7NoXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
18R50-AOT-L83.7NoAssociating Objects with Transformers for Video ...2021-06-04Code
19AOT-B (all frames)83.6NoAssociating Objects with Transformers for Video ...2021-06-04Code
20R50-AOST (L'=2)83.5NoScalable Video Object Segmentation with Identifi...2022-03-22Code
21RPCMVOS-MS83.3NoReliable Propagation-Correction Modulation for V...2021-12-06Code
22DeAOT-S83.3NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
23STCN83.2YesRethinking Space-Time Networks with Improved Mem...2021-06-09Code
24RAVOS83.1YesRegion Aware Video Object Segmentation with Deep...2022-07-21-
25RPCMVOS83.1NoReliable Propagation-Correction Modulation for V...2021-12-06Code
26AOT-L82.9NoAssociating Objects with Transformers for Video ...2021-06-04Code
27QDMN82.7YesLearning Quality-aware Dynamic Memory for Video ...2022-07-16Code
28AOT-B82.6NoAssociating Objects with Transformers for Video ...2021-06-04Code
29AOT-S (all frames)82.2NoAssociating Objects with Transformers for Video ...2021-06-04Code
30HMMN82.1YesHierarchical Memory Matching Network for Video O...2021-09-23Code
31RMNet82.1YesEfficient Regional Memory Network for Video Obje...2021-03-24Code
32AOT-S82NoAssociating Objects with Transformers for Video ...2021-06-04Code
33CFBI+81.8NoCollaborative Video Object Segmentation by Multi...2020-10-13Code
34DeAOT-T81.6NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
35R50-AOST (L'=1)81.4NoScalable Video Object Segmentation with Identifi...2022-03-22Code
36KMN81.4YesKernelized Memory Network for Video Object Segme...2020-07-16Code
37CFBI81.1NoCollaborative Video Object Segmentation by Foreg...2020-03-18Code
38MiVOS80.6YesModular Interactive Video Object Segmentation: I...2021-03-14Code
39AOT-T80.1NoAssociating Objects with Transformers for Video ...2021-06-04Code
40AOT-T (all frames)80NoAssociating Objects with Transformers for Video ...2021-06-04Code
41AFB-URR78.8YesVideo Object Segmentation with Adaptive Feature ...2020-10-15Code
42FRTM72.3NoLearning Fast and Robust Target Models for Video...2020-02-27Code
43SSM-VOS72.3No--Code
44e-OSVOS71.7YesMake One-Shot Video Object Segmentation Efficien...2020-12-03Code
45STM-cycle71.7NoDelving into the Cyclic Mechanism in Semi-superv...2020-10-23Code
46S2S71NoYouTube-VOS: Sequence-to-Sequence Video Object S...2018-09-03Code
47CapsuleVOS67.3NoCapsuleVOS: Semi-Supervised Video Object Segment...2019-09-30Code
48MAMP67NoSelf-Supervised Video Object Segmentation by Mot...2021-07-27Code
49RVOS63.6NoRVOS: End-to-End Recurrent Network for Video Obj...2019-03-13Code
50OSMN60NoEfficient Video Object Segmentation via Network ...2018-02-04Code
51OSMN60NoEfficient Video Object Segmentation via Network ...2018-02-04Code
52OSVOS59.8NoOne-Shot Video Object Segmentation2016-11-16Code