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Models/HMMN

HMMN

Reported on 63 benchmarks across 3 tasks · 1 paper · 18 SOTA

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

Computer Vision63 results

VideoonDAVIS (no YouTube-VOS training)
D16 val (F)· 2021-09-23
90.6
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS (no YouTube-VOS training)
D16 val (G)· 2021-09-23
89.4
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS (no YouTube-VOS training)
D16 val (J)· 2021-09-23
88.2
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS (no YouTube-VOS training)
D17 val (F)· 2021-09-23
83.1
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS (no YouTube-VOS training)
D17 val (G)· 2021-09-23
80.4
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS (no YouTube-VOS training)
D17 val (J)· 2021-09-23
77.7
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
D16 val (F)· 2021-09-23
90.6
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
D16 val (G)· 2021-09-23
89.4
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
D16 val (J)· 2021-09-23
88.2
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
D17 val (F)· 2021-09-23
83.1
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
D17 val (G)· 2021-09-23
80.4
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
D17 val (J)· 2021-09-23
77.7
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
D16 val (F)· 2021-09-23
90.6
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
D16 val (G)· 2021-09-23
89.4
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
D16 val (J)· 2021-09-23
88.2
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
D17 val (F)· 2021-09-23
83.1
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
D17 val (G)· 2021-09-23
80.4
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
D17 val (J)· 2021-09-23
77.7
SOTA
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2017 (val)
F-measure (Mean)· uses extra data· 2021-09-23
87.5
best: 93.4 (Cutie+ (base))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2017 (val)
J&F· uses extra data· 2021-09-23
84.7
best: 90.7 (SAM2)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2017 (val)
Jaccard (Mean)· uses extra data· 2021-09-23
81.9
best: 87.5 (Cutie+ (base))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2016
F-measure (Mean)· uses extra data· 2021-09-23
92
best: 94.7 (SwinB-DeAOT-L)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2016
J&F· uses extra data· 2021-09-23
90.8
best: 93.4 (ISVOS (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2016
Jaccard (Mean)· uses extra data· 2021-09-23
89.6
best: 92.5 (ISVOS (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2017 (test-dev)
F-measure (Mean)· uses extra data· 2021-09-23
82.5
best: 91.4 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2017 (test-dev)
J&F· uses extra data· 2021-09-23
78.6
best: 88.1 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS 2017 (test-dev)
Jaccard (Mean)· uses extra data· 2021-09-23
74.7
best: 84.7 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonDAVIS (no YouTube-VOS training)
FPS· 2021-09-23
10
best: 50.1 (TBD)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonYouTube-VOS 2018
F-Measure (Seen)· uses extra data· 2021-09-23
87
best: 91 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonYouTube-VOS 2018
F-Measure (Unseen)· uses extra data· 2021-09-23
84.6
best: 90.2 (XMem (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonYouTube-VOS 2018
Jaccard (Seen)· uses extra data· 2021-09-23
82.1
best: 86.6 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonYouTube-VOS 2018
Jaccard (Unseen)· uses extra data· 2021-09-23
76.8
best: 82.2 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
VideoonYouTube-VOS 2018
Overall· uses extra data· 2021-09-23
82.6
best: 87.5 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2017 (val)
F-measure (Mean)· uses extra data· 2021-09-23
87.5
best: 93.4 (Cutie+ (base))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2017 (val)
J&F· uses extra data· 2021-09-23
84.7
best: 90.7 (SAM2)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2017 (val)
Jaccard (Mean)· uses extra data· 2021-09-23
81.9
best: 87.5 (Cutie+ (base))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2016
F-measure (Mean)· uses extra data· 2021-09-23
92
best: 94.7 (SwinB-DeAOT-L)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2016
J&F· uses extra data· 2021-09-23
90.8
best: 93.4 (ISVOS (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· uses extra data· 2021-09-23
89.6
best: 92.5 (ISVOS (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2017 (test-dev)
F-measure (Mean)· uses extra data· 2021-09-23
82.5
best: 91.4 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· uses extra data· 2021-09-23
78.6
best: 88.1 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS 2017 (test-dev)
Jaccard (Mean)· uses extra data· 2021-09-23
74.7
best: 84.7 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonDAVIS (no YouTube-VOS training)
FPS· 2021-09-23
10
best: 50.1 (TBD)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonYouTube-VOS 2018
F-Measure (Seen)· uses extra data· 2021-09-23
87
best: 91 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonYouTube-VOS 2018
F-Measure (Unseen)· uses extra data· 2021-09-23
84.6
best: 90.2 (XMem (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonYouTube-VOS 2018
Jaccard (Seen)· uses extra data· 2021-09-23
82.1
best: 86.6 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonYouTube-VOS 2018
Jaccard (Unseen)· uses extra data· 2021-09-23
76.8
best: 82.2 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Video Object SegmentationonYouTube-VOS 2018
Overall· uses extra data· 2021-09-23
82.6
best: 87.5 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
F-measure (Mean)· uses extra data· 2021-09-23
87.5
best: 93.4 (Cutie+ (base))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
J&F· uses extra data· 2021-09-23
84.7
best: 90.7 (SAM2)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
Jaccard (Mean)· uses extra data· 2021-09-23
81.9
best: 87.5 (Cutie+ (base))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2016
F-measure (Mean)· uses extra data· 2021-09-23
92
best: 94.7 (SwinB-DeAOT-L)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2016
J&F· uses extra data· 2021-09-23
90.8
best: 93.4 (ISVOS (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2016
Jaccard (Mean)· uses extra data· 2021-09-23
89.6
best: 92.5 (ISVOS (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
F-measure (Mean)· uses extra data· 2021-09-23
82.5
best: 91.4 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
J&F· uses extra data· 2021-09-23
78.6
best: 88.1 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
Jaccard (Mean)· uses extra data· 2021-09-23
74.7
best: 84.7 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
FPS· 2021-09-23
10
best: 50.1 (TBD)
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
F-Measure (Seen)· uses extra data· 2021-09-23
87
best: 91 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
F-Measure (Unseen)· uses extra data· 2021-09-23
84.6
best: 90.2 (XMem (BL30K, MS))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Jaccard (Seen)· uses extra data· 2021-09-23
82.1
best: 86.6 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Jaccard (Unseen)· uses extra data· 2021-09-23
76.8
best: 82.2 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404
Semi-Supervised Video Object SegmentationonYouTube-VOS 2018
Overall· uses extra data· 2021-09-23
82.6
best: 87.5 (Cutie+ (base, MEGA))
Hierarchical Memory Matching Network for Video Object Segmentation arXiv:2109.11404