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Models/Lightweight TrickVOS (PT)

Lightweight TrickVOS (PT)

Reported on 39 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision39 results

VideoonYouTube-VOS 2019
J score (unseen)· 2023-06-27
75.2
SOTA
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS-2017
Speed (FPS)· 2023-06-27
76.4
SOTA
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonYouTube-VOS 2019
J score (unseen)· 2023-06-27
75.2
SOTA
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS-2017
Speed (FPS)· 2023-06-27
76.4
SOTA
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
J score (unseen)· 2023-06-27
75.2
SOTA
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS-2017
Speed (FPS)· 2023-06-27
76.4
SOTA
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS 2016
F-measure (Mean)· 2023-06-27
89.9
best: 94.7 (SwinB-DeAOT-L)
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS 2016
J&F· 2023-06-27
89.3
best: 93.4 (ISVOS (BL30K, MS))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS 2016
Jaccard (Mean)· 2023-06-27
88.7
best: 92.5 (ISVOS (BL30K, MS))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS 2016
Speed (FPS)· 2023-06-27
86.4
best: 100.1 (MobileVOS (BL30K))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonYouTube-VOS 2019
F-Measure (Seen)· 2023-06-27
83.3
best: 90.6 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonYouTube-VOS 2019
F-Measure (Unseen)· 2023-06-27
84
best: 90.5 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonYouTube-VOS 2019
J&F· 2023-06-27
80.5
best: 82.8 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonYouTube-VOS 2019
Jaccard (Seen)· 2023-06-27
79.5
best: 86.3 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS-2017
F-measure (Mean)· 2023-06-27
86
best: 89.6 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS-2017
J&F· 2023-06-27
82.7
best: 86.1 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
VideoonDAVIS-2017
Jaccard (Mean)· 2023-06-27
79.4
best: 82.6 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2023-06-27
89.9
best: 94.7 (SwinB-DeAOT-L)
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS 2016
J&F· 2023-06-27
89.3
best: 93.4 (ISVOS (BL30K, MS))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· 2023-06-27
88.7
best: 92.5 (ISVOS (BL30K, MS))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2023-06-27
86.4
best: 100.1 (MobileVOS (BL30K))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2023-06-27
83.3
best: 90.6 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonYouTube-VOS 2019
F-Measure (Unseen)· 2023-06-27
84
best: 90.5 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonYouTube-VOS 2019
J&F· 2023-06-27
80.5
best: 82.8 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2023-06-27
79.5
best: 86.3 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS-2017
F-measure (Mean)· 2023-06-27
86
best: 89.6 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS-2017
J&F· 2023-06-27
82.7
best: 86.1 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Video Object SegmentationonDAVIS-2017
Jaccard (Mean)· 2023-06-27
79.4
best: 82.6 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS 2016
F-measure (Mean)· 2023-06-27
89.9
best: 94.7 (SwinB-DeAOT-L)
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS 2016
J&F· 2023-06-27
89.3
best: 93.4 (ISVOS (BL30K, MS))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· 2023-06-27
88.7
best: 92.5 (ISVOS (BL30K, MS))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS 2016
Speed (FPS)· 2023-06-27
86.4
best: 100.1 (MobileVOS (BL30K))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
F-Measure (Seen)· 2023-06-27
83.3
best: 90.6 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
F-Measure (Unseen)· 2023-06-27
84
best: 90.5 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
J&F· 2023-06-27
80.5
best: 82.8 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
Jaccard (Seen)· 2023-06-27
79.5
best: 86.3 (Cutie+ (base, MEGA))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS-2017
F-measure (Mean)· 2023-06-27
86
best: 89.6 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS-2017
J&F· 2023-06-27
82.7
best: 86.1 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377
Semi-Supervised Video Object SegmentationonDAVIS-2017
Jaccard (Mean)· 2023-06-27
79.4
best: 82.6 (STCN + TrickVOS (PT))
TrickVOS: A Bag of Tricks for Video Object Segmentation arXiv:2306.15377