paper-with-me

Unsupervised Object Segmentation 벤치마크

Unsupervised Object Segmentation on DAVIS 2016

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J score

57.8 64.1 70.4 76.7 83 2021-04 2026-11 MG — 68.3 (2021-04-15) MG — 68.3 (2021-04-15) AMD — 57.8 (2021-11-11) AMD — 57.8 (2021-11-11) EM — 69.8 (2022-01-06) EM — 69.8 (2022-01-06) GWM — 71.2 (2022-05-16) GWM — 71.2 (2022-05-16) OCLR — 72.1 (2022-07-05) OCLR — 72.1 (2022-07-05) MOD — 73.9 (2022-10-01) MOD — 73.9 (2022-10-01) RCF (with Post-Processing) — 83.0 (2023-04-17) RCF (without Post-Processing) — 80.9 (2023-04-17) RCF (with Post-Processing) — 83.0 (2023-04-17) RCF (without Post-Processing) — 80.9 (2023-04-17) MG — 68.3 (2021-04-15) EM — 69.8 (2022-01-06) GWM — 71.2 (2022-05-16) OCLR — 72.1 (2022-07-05) MOD — 73.9 (2022-10-01) RCF (with Post-Processing) — 83.0 (2023-04-17)
RankModel J score Extra Training Data PaperCodeYear
1 RCF (with Post-Processing) 83.0 Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping TonyLianLong/RCF-UnsupVideoSeg 2023
2 RCF (without Post-Processing) 80.9 Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping TonyLianLong/RCF-UnsupVideoSeg 2023
3 MOD 73.9 Motion-inductive Self-supervised Object Discovery in Videos 2022
4 OCLR 72.1 ✓ Segmenting Moving Objects via an Object-Centric Layered Representation Jyxarthur/OCLR_model 2022
5 GWM 71.2 Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion 2022
6 EM 69.8 EM-driven unsupervised learning for efficient motion segmentation Etienne-Meunier-Inria/EM-Flow-Segmentation 2022
7 MG 68.3 Self-supervised Video Object Segmentation by Motion Grouping 2021
8 SIMO 67.8 ✓
9 AMD 57.8 ✓ The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos rt219/the-emergence-of-objectness 2021
10 RCF (with Post-Processing) 83.0 Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping TonyLianLong/RCF-UnsupVideoSeg 2023
11 RCF (without Post-Processing) 80.9 Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual Grouping TonyLianLong/RCF-UnsupVideoSeg 2023
12 MOD 73.9 Motion-inductive Self-supervised Object Discovery in Videos 2022
13 OCLR 72.1 ✓ Segmenting Moving Objects via an Object-Centric Layered Representation Jyxarthur/OCLR_model 2022
14 GWM 71.2 Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion 2022
15 EM 69.8 EM-driven unsupervised learning for efficient motion segmentation Etienne-Meunier-Inria/EM-Flow-Segmentation 2022
16 MG 68.3 Self-supervised Video Object Segmentation by Motion Grouping 2021
17 SIMO 67.8 ✓
18 AMD 57.8 ✓ The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos rt219/the-emergence-of-objectness 2021
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