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Models/R50-AOST (L'=2)

R50-AOST (L'=2)

Reported on 75 benchmarks across 3 tasks · 1 paper

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

Computer Vision75 results

VideoonDAVIS 2017 (val)
F-measure (Mean)· 2022-03-22
88
best: 93.4 (Cutie+ (base))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (val)
J&F· 2022-03-22
85.3
best: 90.7 (SAM2)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (val)
Jaccard (Mean)· 2022-03-22
82.5
best: 87.5 (Cutie+ (base))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (val)
Params(M)· 2022-03-22
13.9
best: 224.4 (SAM2)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (val)
Speed (FPS)· 2022-03-22
24.3
best: 90.6 (MobileVOS (BL30K))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2016
F-measure (Mean)· 2022-03-22
93.4
best: 94.7 (SwinB-DeAOT-L)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2016
J&F· 2022-03-22
92
best: 93.4 (ISVOS (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2016
Jaccard (Mean)· 2022-03-22
90.5
best: 92.5 (ISVOS (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2016
Speed (FPS)· 2022-03-22
24.3
best: 100.1 (MobileVOS (BL30K))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2019
F-Measure (Seen)· 2022-03-22
88
best: 90.6 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2019
F-Measure (Unseen)· 2022-03-22
87.1
best: 90.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2019
Jaccard (Seen)· 2022-03-22
83.3
best: 86.3 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2019
Jaccard (Unseen)· 2022-03-22
78.9
best: 754.8 (R50-AOST (L'=1))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2019
Overall· 2022-03-22
84.3
best: 87.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (test-dev)
F-measure (Mean)· 2022-03-22
81.7
best: 91.4 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (test-dev)
FPS· 2022-03-22
24.3
best: 63.5 (DeAOT-T)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (test-dev)
J&F· 2022-03-22
78.1
best: 88.1 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonDAVIS 2017 (test-dev)
Jaccard (Mean)· 2022-03-22
74.5
best: 84.7 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
F-Measure (Seen)· 2022-03-22
88.5
best: 91 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
F-Measure (Unseen)· 2022-03-22
87.2
best: 90.2 (XMem (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
Jaccard (Seen)· 2022-03-22
83.5
best: 86.6 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
Jaccard (Unseen)· 2022-03-22
78.8
best: 82.2 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
Overall· 2022-03-22
84.5
best: 87.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
Params(M)· 2022-03-22
13.9
best: 70.3 (SwinB-DeAOT-L)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
VideoonYouTube-VOS 2018
Speed (FPS)· 2022-03-22
20.2
best: 78.5 (RPCMVOS)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (val)
F-measure (Mean)· 2022-03-22
88
best: 93.4 (Cutie+ (base))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (val)
J&F· 2022-03-22
85.3
best: 90.7 (SAM2)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (val)
Jaccard (Mean)· 2022-03-22
82.5
best: 87.5 (Cutie+ (base))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (val)
Params(M)· 2022-03-22
13.9
best: 224.4 (SAM2)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (val)
Speed (FPS)· 2022-03-22
24.3
best: 90.6 (MobileVOS (BL30K))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2022-03-22
93.4
best: 94.7 (SwinB-DeAOT-L)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2016
J&F· 2022-03-22
92
best: 93.4 (ISVOS (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· 2022-03-22
90.5
best: 92.5 (ISVOS (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2022-03-22
24.3
best: 100.1 (MobileVOS (BL30K))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2022-03-22
88
best: 90.6 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Unseen)· 2022-03-22
87.1
best: 90.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2022-03-22
83.3
best: 86.3 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2019
Jaccard (Unseen)· 2022-03-22
78.9
best: 754.8 (R50-AOST (L'=1))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2019
Overall· 2022-03-22
84.3
best: 87.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (test-dev)
F-measure (Mean)· 2022-03-22
81.7
best: 91.4 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (test-dev)
FPS· 2022-03-22
24.3
best: 63.5 (DeAOT-T)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· 2022-03-22
78.1
best: 88.1 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonDAVIS 2017 (test-dev)
Jaccard (Mean)· 2022-03-22
74.5
best: 84.7 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
F-Measure (Seen)· 2022-03-22
88.5
best: 91 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
F-Measure (Unseen)· 2022-03-22
87.2
best: 90.2 (XMem (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
Jaccard (Seen)· 2022-03-22
83.5
best: 86.6 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
Jaccard (Unseen)· 2022-03-22
78.8
best: 82.2 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
Overall· 2022-03-22
84.5
best: 87.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
Params(M)· 2022-03-22
13.9
best: 70.3 (SwinB-DeAOT-L)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Video Object SegmentationonYouTube-VOS 2018
Speed (FPS)· 2022-03-22
20.2
best: 78.5 (RPCMVOS)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
F-measure (Mean)· 2022-03-22
88
best: 93.4 (Cutie+ (base))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
J&F· 2022-03-22
85.3
best: 90.7 (SAM2)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Jaccard (Mean)· 2022-03-22
82.5
best: 87.5 (Cutie+ (base))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Params(M)· 2022-03-22
13.9
best: 224.4 (SAM2)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Speed (FPS)· 2022-03-22
24.3
best: 90.6 (MobileVOS (BL30K))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2022-03-22
93.4
best: 94.7 (SwinB-DeAOT-L)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2016
J&F· 2022-03-22
92
best: 93.4 (ISVOS (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· 2022-03-22
90.5
best: 92.5 (ISVOS (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2022-03-22
24.3
best: 100.1 (MobileVOS (BL30K))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2022-03-22
88
best: 90.6 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
F-Measure (Unseen)· 2022-03-22
87.1
best: 90.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2022-03-22
83.3
best: 86.3 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Jaccard (Unseen)· 2022-03-22
78.9
best: 754.8 (R50-AOST (L'=1))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Overall· 2022-03-22
84.3
best: 87.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
F-measure (Mean)· 2022-03-22
81.7
best: 91.4 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
FPS· 2022-03-22
24.3
best: 63.5 (DeAOT-T)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· 2022-03-22
78.1
best: 88.1 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
Jaccard (Mean)· 2022-03-22
74.5
best: 84.7 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
F-Measure (Seen)· 2022-03-22
88.5
best: 91 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
F-Measure (Unseen)· 2022-03-22
87.2
best: 90.2 (XMem (BL30K, MS))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Jaccard (Seen)· 2022-03-22
83.5
best: 86.6 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Jaccard (Unseen)· 2022-03-22
78.8
best: 82.2 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Overall· 2022-03-22
84.5
best: 87.5 (Cutie+ (base, MEGA))
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Params(M)· 2022-03-22
13.9
best: 70.3 (SwinB-DeAOT-L)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Speed (FPS)· 2022-03-22
20.2
best: 78.5 (RPCMVOS)
Scalable Video Object Segmentation with Identification Mechanism arXiv:2203.11442