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Models/DeAOT-T

DeAOT-T

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)
Speed (FPS)· 2022-10-18
63.5
best: 90.6 (MobileVOS (BL30K))
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
Speed (FPS)· 2022-10-18
63.5
best: 100.1 (MobileVOS (BL30K))
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
FPS· 2022-10-18
53.4
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (test-dev)
FPS· 2022-10-18
63.5
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
Speed (FPS)· 2022-10-18
63.5
best: 90.6 (MobileVOS (BL30K))
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2022-10-18
63.5
best: 100.1 (MobileVOS (BL30K))
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
FPS· 2022-10-18
53.4
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (test-dev)
FPS· 2022-10-18
63.5
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Speed (FPS)· 2022-10-18
63.5
best: 90.6 (MobileVOS (BL30K))
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2022-10-18
63.5
best: 100.1 (MobileVOS (BL30K))
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
FPS· 2022-10-18
53.4
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
FPS· 2022-10-18
63.5
SOTA
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
F-measure (Mean)· 2022-10-18
83.3
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
80.5
best: 90.7 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
Jaccard (Mean)· 2022-10-18
77.7
best: 87.5 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (val)
Params(M)· 2022-10-18
7.2
best: 224.4 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonVOT2020
EAO· 2022-10-18
0.472
best: 0.729 (DAM4SAM)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonVOT2020
EAO (real-time)· 2022-10-18
0.463
best: 0.571 (R50-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
F-measure (Mean)· 2022-10-18
89.9
best: 94.7 (SwinB-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2016
J&F· 2022-10-18
88.9
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
87.8
best: 92.5 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
F-Measure (Seen)· 2022-10-18
85.6
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
84.7
best: 90.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2019
Jaccard (Seen)· 2022-10-18
81.2
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
76.4
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
82
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
77.3
best: 91.4 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonDAVIS 2017 (test-dev)
J&F· 2022-10-18
73.7
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
70
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
86.3
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
84.2
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
81.6
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
75.8
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
82
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Params(M)· 2022-10-18
7.2
best: 70.3 (SwinB-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
VideoonYouTube-VOS 2018
Speed (FPS)· 2022-10-18
53.4
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
83.3
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
80.5
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
77.7
best: 87.5 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (val)
Params(M)· 2022-10-18
7.2
best: 224.4 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonVOT2020
EAO· 2022-10-18
0.472
best: 0.729 (DAM4SAM)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonVOT2020
EAO (real-time)· 2022-10-18
0.463
best: 0.571 (R50-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2022-10-18
89.9
best: 94.7 (SwinB-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2016
J&F· 2022-10-18
88.9
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
87.8
best: 92.5 (ISVOS (BL30K, MS))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2022-10-18
85.6
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
84.7
best: 90.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2022-10-18
81.2
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
76.4
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
82
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
77.3
best: 91.4 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· 2022-10-18
73.7
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
70
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
86.3
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
84.2
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
81.6
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
75.8
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
82
best: 87.5 (Cutie+ (base, MEGA))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Params(M)· 2022-10-18
7.2
best: 70.3 (SwinB-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Video Object SegmentationonYouTube-VOS 2018
Speed (FPS)· 2022-10-18
53.4
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
83.3
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
80.5
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
77.7
best: 87.5 (Cutie+ (base))
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Params(M)· 2022-10-18
7.2
best: 224.4 (SAM2)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonVOT2020
EAO· 2022-10-18
0.472
best: 0.729 (DAM4SAM)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonVOT2020
EAO (real-time)· 2022-10-18
0.463
best: 0.571 (R50-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2022-10-18
89.9
best: 94.7 (SwinB-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
88.9
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
87.8
best: 92.5 (ISVOS (BL30K, MS))
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
85.6
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
84.7
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
Jaccard (Seen)· 2022-10-18
81.2
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
76.4
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
82
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
77.3
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)
J&F· 2022-10-18
73.7
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
70
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
86.3
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
84.2
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
81.6
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
75.8
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
82
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
Params(M)· 2022-10-18
7.2
best: 70.3 (SwinB-DeAOT-L)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Speed (FPS)· 2022-10-18
53.4
best: 78.5 (RPCMVOS)
Decoupling Features in Hierarchical Propagation for Video Object Segmentation arXiv:2210.09782