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SotA/Computer Vision/Video/DAVIS 2017 (test-dev)

Video on DAVIS 2017 (test-dev)

Metric: F-measure (Mean) (higher is better)

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Results

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#Model↕F-measure (Mean)▼Extra DataPaperDate↕Code
1Cutie+ (base, MEGA)91.4YesPutting the Object Back into Video Object Segmen...2023-10-19Code
2Cutie (base, MEGA)89.9YesPutting the Object Back into Video Object Segmen...2023-10-19Code
3Cutie+ (base)89.2NoPutting the Object Back into Video Object Segmen...2023-10-19Code
4SwinB-AOST (L'=3, MS)88.5NoScalable Video Object Segmentation with Identifi...2022-03-22Code
5SwinB-AOTv2-L87.9NoScalable Video Object Segmentation with Identifi...2022-03-22Code
6JIMD-R5087.4NoMemory Matching is not Enough: Jointly Improving...2024-09-22-
7XMem (BL30K, MS)87YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
8DEVA86.8YesTracking Anything with Decoupled Video Segmentat...2023-09-07Code
9SwinB-DeAOT-L86.7NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
10SwinB-AOST (L'=3)86.6NoScalable Video Object Segmentation with Identifi...2022-03-22Code
11XMem (MS)86.4YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
12XMem (BL30K, 600p)85.8YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
13QDMN85.4YesLearning Quality-aware Dynamic Memory for Video ...2022-07-16Code
14SwinB-AOT-L85.1NoAssociating Objects with Transformers for Video ...2021-06-04Code
15XMem (BL30K)84.7YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
16XMem84.5YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
17R50-DeAOT-L84.5NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
18RPCMVOS-Full-Res84.3NoReliable Propagation-Correction Modulation for V...2021-12-06Code
19R50-AOST (L'=3)83.6NoScalable Video Object Segmentation with Identifi...2022-03-22Code
20STCN83.5YesRethinking Space-Time Networks with Improved Mem...2021-06-09Code
21XMem (DAVIS and YouTubeVOS only)83.4YesXMem: Long-Term Video Object Segmentation with a...2022-07-14Code
22R50-AOT-L83.3NoAssociating Objects with Transformers for Video ...2021-06-04Code
23RPCMVOS82.6NoReliable Propagation-Correction Modulation for V...2021-12-06Code
24HMMN82.5YesHierarchical Memory Matching Network for Video O...2021-09-23Code
25AOT-L82.3NoAssociating Objects with Transformers for Video ...2021-06-04Code
26R50-AOST (L'=2)81.7NoScalable Video Object Segmentation with Identifi...2022-03-22Code
27DeAOT-L81.7NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
28CFBI+81.6NoCollaborative Video Object Segmentation by Multi...2020-10-13Code
29KMN80.3NoKernelized Memory Network for Video Object Segme...2020-07-16Code
30MiVOS80.2YesModular Interactive Video Object Segmentation: I...2021-03-14Code
31DeAOT-B79.9NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
32AOT-B79.3NoAssociating Objects with Transformers for Video ...2021-06-04Code
33DeAOT-S79NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
34CFBI78.5NoCollaborative Video Object Segmentation by Foreg...2020-03-18Code
35RMNet78.1YesEfficient Regional Memory Network for Video Obje...2021-03-24Code
36AOT-S77.5NoAssociating Objects with Transformers for Video ...2021-06-04Code
37DeAOT-T77.3NoDecoupling Features in Hierarchical Propagation ...2022-10-18Code
38PReMVOS75.8NoPReMVOS: Proposal-generation, Refinement and Mer...2018-07-24Code
39AOT-T75.7NoAssociating Objects with Transformers for Video ...2021-06-04Code
40STM75.2YesVideo Object Segmentation using Space-Time Memor...2019-04-01Code
41MHP-VOS72.7NoMHP-VOS: Multiple Hypotheses Propagation for Vid...2019-04-17Code
42LSMVOS71.2NoLSMVOS: Long-Short-Term Similarity Matching for ...2020-09-02Code
43CINM70.5NoCNN in MRF: Video Object Segmentation via Infere...2018-03-26-
44Lucid69.9NoLucid Data Dreaming for Video Object Segmentation2017-03-28Code
45e-OSVOS68.6NoMake One-Shot Video Object Segmentation Efficien...2020-12-03Code
46SSM-VOS63.8No--Code
47OSVOS-S62.1NoVideo Object Segmentation Without Temporal Infor...2017-09-18-
48UnOVSOT62NoUnOVOST: Unsupervised Offline Video Object Segme...2020-01-15Code
49FEELVOS60.9NoFEELVOS: Fast End-to-End Embedding Learning for ...2019-02-25Code
50Siam R-CNN58.6NoSiam R-CNN: Visual Tracking by Re-Detection2019-11-28Code
51RANet57.3NoRANet: Ranking Attention Network for Fast Video ...2019-08-19Code
52AGAME55.3NoA Generative Appearance Model for End-to-end Vid...2018-11-28Code
53CapsuleVOS55.2NoCapsuleVOS: Semi-Supervised Video Object Segment...2019-09-30Code
54RGMP54.4No--Code
55RVOS52.6NoRVOS: End-to-End Recurrent Network for Video Obj...2019-03-13Code
56AGS49No--Code
57SiamMask45.8NoFast Online Object Tracking and Segmentation: A ...2018-12-12Code
58MuG-W44.5NoLearning Video Object Segmentation from Unlabele...2020-03-10Code
59FAVOS44.2NoFast and Accurate Online Video Object Segmentati...2018-06-06Code
60PDB43No---
61RVOS27.3NoRVOS: End-to-End Recurrent Network for Video Obj...2019-03-13Code