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Models/DEVA

DEVA

Reported on 42 benchmarks across 3 tasks · 2 papers

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

Computer Vision42 results

  • VideoonDAVIS 2017 (val)
    F-measure (Mean)· uses extra data· 2023-09-07
    91
    best: 93.4 (Cutie+ (base))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (val)
    J&F· uses extra data· 2023-09-07
    87.6
    best: 90.7 (SAM2)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (val)
    Jaccard (Mean)· uses extra data· 2023-09-07
    84.2
    best: 87.5 (Cutie+ (base))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (val)
    Speed (FPS)· uses extra data· 2023-09-07
    25.3
    best: 90.6 (MobileVOS (BL30K))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonYouTube-VOS 2019
    FPS· uses extra data· 2023-09-07
    25.3
    best: 53.4 (DeAOT-T)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (test-dev)
    F-measure (Mean)· uses extra data· 2023-09-07
    86.8
    best: 91.4 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (test-dev)
    FPS· uses extra data· 2023-09-07
    25.3
    best: 63.5 (DeAOT-T)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (test-dev)
    J&F· uses extra data· 2023-09-07
    83.2
    best: 88.1 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonDAVIS 2017 (test-dev)
    Jaccard (Mean)· uses extra data· 2023-09-07
    79.6
    best: 84.7 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (val)
    F-measure (Mean)· uses extra data· 2023-09-07
    91
    best: 93.4 (Cutie+ (base))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (val)
    J&F· uses extra data· 2023-09-07
    87.6
    best: 90.7 (SAM2)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (val)
    Jaccard (Mean)· uses extra data· 2023-09-07
    84.2
    best: 87.5 (Cutie+ (base))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (val)
    Speed (FPS)· uses extra data· 2023-09-07
    25.3
    best: 90.6 (MobileVOS (BL30K))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonYouTube-VOS 2019
    FPS· uses extra data· 2023-09-07
    25.3
    best: 53.4 (DeAOT-T)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    F-measure (Mean)· uses extra data· 2023-09-07
    86.8
    best: 91.4 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    FPS· uses extra data· 2023-09-07
    25.3
    best: 63.5 (DeAOT-T)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    J&F· uses extra data· 2023-09-07
    83.2
    best: 88.1 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    Jaccard (Mean)· uses extra data· 2023-09-07
    79.6
    best: 84.7 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    F-measure (Mean)· uses extra data· 2023-09-07
    91
    best: 93.4 (Cutie+ (base))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    J&F· uses extra data· 2023-09-07
    87.6
    best: 90.7 (SAM2)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    Jaccard (Mean)· uses extra data· 2023-09-07
    84.2
    best: 87.5 (Cutie+ (base))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    Speed (FPS)· uses extra data· 2023-09-07
    25.3
    best: 90.6 (MobileVOS (BL30K))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
    FPS· uses extra data· 2023-09-07
    25.3
    best: 53.4 (DeAOT-T)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
    F-measure (Mean)· uses extra data· 2023-09-07
    86.8
    best: 91.4 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
    FPS· uses extra data· 2023-09-07
    25.3
    best: 63.5 (DeAOT-T)
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
    J&F· uses extra data· 2023-09-07
    83.2
    best: 88.1 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (test-dev)
    Jaccard (Mean)· uses extra data· 2023-09-07
    79.6
    best: 84.7 (Cutie+ (base, MEGA))
    Tracking Anything with Decoupled Video SegmentationarXiv:2309.03903
  • VideoonYouTube-VOS 2019
    F-Measure (Seen)· uses extra data· 2023-07-26
    89.9
    best: 90.6 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • VideoonYouTube-VOS 2019
    F-Measure (Unseen)· uses extra data· 2023-07-26
    89.1
    best: 90.5 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • VideoonYouTube-VOS 2019
    Jaccard (Seen)· uses extra data· 2023-07-26
    85.4
    best: 86.3 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • VideoonYouTube-VOS 2019
    Jaccard (Unseen)· uses extra data· 2023-07-26
    89.9
    best: 754.8 (R50-AOST (L'=1))
    Tracking Anything in High QualityarXiv:2307.13974
  • VideoonYouTube-VOS 2019
    Overall· uses extra data· 2023-07-26
    86.2
    best: 87.5 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Seen)· uses extra data· 2023-07-26
    89.9
    best: 90.6 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Unseen)· uses extra data· 2023-07-26
    89.1
    best: 90.5 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Seen)· uses extra data· 2023-07-26
    85.4
    best: 86.3 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Unseen)· uses extra data· 2023-07-26
    89.9
    best: 754.8 (R50-AOST (L'=1))
    Tracking Anything in High QualityarXiv:2307.13974
  • Video Object SegmentationonYouTube-VOS 2019
    Overall· uses extra data· 2023-07-26
    86.2
    best: 87.5 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Seen)· uses extra data· 2023-07-26
    89.9
    best: 90.6 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Unseen)· uses extra data· 2023-07-26
    89.1
    best: 90.5 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Seen)· uses extra data· 2023-07-26
    85.4
    best: 86.3 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974
  • Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Unseen)· uses extra data· 2023-07-26
    89.9
    best: 754.8 (R50-AOST (L'=1))
    Tracking Anything in High QualityarXiv:2307.13974
  • Semi-Supervised Video Object SegmentationonYouTube-VOS 2019
    Overall· uses extra data· 2023-07-26
    86.2
    best: 87.5 (Cutie+ (base, MEGA))
    Tracking Anything in High QualityarXiv:2307.13974