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Models/SwinB-DeAOT-L

SwinB-DeAOT-L

Reported on 84 benchmarks across 3 tasks · 1 paper · 12 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision84 results

VideoonDAVIS 2017 (val)
Params(M)· 2022-10-18
70.3
best: 224.4 (SAM2)
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonVOT2020
EAO· 2022-10-18
0.622
best: 0.729 (DAM4SAM)
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
F-measure (Mean)· 2022-10-18
94.7
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Params(M)· 2022-10-18
70.3
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
Params(M)· 2022-10-18
70.3
best: 224.4 (SAM2)
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonVOT2020
EAO· 2022-10-18
0.622
best: 0.729 (DAM4SAM)
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2022-10-18
94.7
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Params(M)· 2022-10-18
70.3
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Params(M)· 2022-10-18
70.3
best: 224.4 (SAM2)
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonVOT2020
EAO· 2022-10-18
0.622
best: 0.729 (DAM4SAM)
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2022-10-18
94.7
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Params(M)· 2022-10-18
70.3
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
F-measure (Mean)· 2022-10-18
89.2
best: 93.4 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
J&F· 2022-10-18
86.2
best: 90.7 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
Jaccard (Mean)· 2022-10-18
83.1
best: 87.5 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
Speed (FPS)· 2022-10-18
15.4
best: 90.6 (MobileVOS (BL30K))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonVOT2020
EAO (real-time)· 2022-10-18
0.559
best: 0.571 (R50-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
J&F· 2022-10-18
92.9
best: 93.4 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
Jaccard (Mean)· 2022-10-18
91.1
best: 92.5 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
Speed (FPS)· 2022-10-18
15.4
best: 100.1 (MobileVOS (BL30K))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
F-Measure (Seen)· 2022-10-18
90.2
best: 90.6 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
F-Measure (Unseen)· 2022-10-18
88.6
best: 90.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
FPS· 2022-10-18
11.9
best: 53.4 (DeAOT-T)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
Jaccard (Seen)· 2022-10-18
85.3
best: 86.3 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
Jaccard (Unseen)· 2022-10-18
80.4
best: 754.8 (R50-AOST (L'=1))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
Overall· 2022-10-18
86.1
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (test-dev)
F-measure (Mean)· 2022-10-18
86.7
best: 91.4 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (test-dev)
FPS· 2022-10-18
15.4
best: 63.5 (DeAOT-T)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (test-dev)
J&F· 2022-10-18
82.8
best: 88.1 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (test-dev)
Jaccard (Mean)· 2022-10-18
78.9
best: 84.7 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
F-Measure (Seen)· 2022-10-18
90.6
best: 91 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
F-Measure (Unseen)· 2022-10-18
88.4
best: 90.2 (XMem (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Jaccard (Seen)· 2022-10-18
85.6
best: 86.6 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Jaccard (Unseen)· 2022-10-18
80
best: 82.2 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Overall· 2022-10-18
86.2
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Speed (FPS)· 2022-10-18
11.9
best: 78.5 (RPCMVOS)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
F-measure (Mean)· 2022-10-18
89.2
best: 93.4 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
J&F· 2022-10-18
86.2
best: 90.7 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
Jaccard (Mean)· 2022-10-18
83.1
best: 87.5 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
Speed (FPS)· 2022-10-18
15.4
best: 90.6 (MobileVOS (BL30K))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonVOT2020
EAO (real-time)· 2022-10-18
0.559
best: 0.571 (R50-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
J&F· 2022-10-18
92.9
best: 93.4 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· 2022-10-18
91.1
best: 92.5 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2022-10-18
15.4
best: 100.1 (MobileVOS (BL30K))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2022-10-18
90.2
best: 90.6 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Unseen)· 2022-10-18
88.6
best: 90.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
FPS· 2022-10-18
11.9
best: 53.4 (DeAOT-T)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2022-10-18
85.3
best: 86.3 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
Jaccard (Unseen)· 2022-10-18
80.4
best: 754.8 (R50-AOST (L'=1))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
Overall· 2022-10-18
86.1
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (test-dev)
F-measure (Mean)· 2022-10-18
86.7
best: 91.4 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (test-dev)
FPS· 2022-10-18
15.4
best: 63.5 (DeAOT-T)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· 2022-10-18
82.8
best: 88.1 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (test-dev)
Jaccard (Mean)· 2022-10-18
78.9
best: 84.7 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
F-Measure (Seen)· 2022-10-18
90.6
best: 91 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
F-Measure (Unseen)· 2022-10-18
88.4
best: 90.2 (XMem (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Jaccard (Seen)· 2022-10-18
85.6
best: 86.6 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Jaccard (Unseen)· 2022-10-18
80
best: 82.2 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Overall· 2022-10-18
86.2
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Speed (FPS)· 2022-10-18
11.9
best: 78.5 (RPCMVOS)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
F-measure (Mean)· 2022-10-18
89.2
best: 93.4 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
J&F· 2022-10-18
86.2
best: 90.7 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Jaccard (Mean)· 2022-10-18
83.1
best: 87.5 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Speed (FPS)· 2022-10-18
15.4
best: 90.6 (MobileVOS (BL30K))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonVOT2020
EAO (real-time)· 2022-10-18
0.559
best: 0.571 (R50-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2016
J&F· 2022-10-18
92.9
best: 93.4 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· 2022-10-18
91.1
best: 92.5 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2022-10-18
15.4
best: 100.1 (MobileVOS (BL30K))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2022-10-18
90.2
best: 90.6 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
F-Measure (Unseen)· 2022-10-18
88.6
best: 90.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
FPS· 2022-10-18
11.9
best: 53.4 (DeAOT-T)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2022-10-18
85.3
best: 86.3 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Jaccard (Unseen)· 2022-10-18
80.4
best: 754.8 (R50-AOST (L'=1))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Overall· 2022-10-18
86.1
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
F-measure (Mean)· 2022-10-18
86.7
best: 91.4 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
FPS· 2022-10-18
15.4
best: 63.5 (DeAOT-T)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· 2022-10-18
82.8
best: 88.1 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
Jaccard (Mean)· 2022-10-18
78.9
best: 84.7 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
F-Measure (Seen)· 2022-10-18
90.6
best: 91 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
F-Measure (Unseen)· 2022-10-18
88.4
best: 90.2 (XMem (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Jaccard (Seen)· 2022-10-18
85.6
best: 86.6 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Jaccard (Unseen)· 2022-10-18
80
best: 82.2 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Overall· 2022-10-18
86.2
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Speed (FPS)· 2022-10-18
11.9
best: 78.5 (RPCMVOS)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782