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Models/MobileVOS

MobileVOS

Reported on 34 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 Vision34 results

  • VideoonYouTube-VOS 2019
    F-Measure (Seen)· 2023-03-14
    87.7
    best: 90.6 (Cutie+ (base, MEGA))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonYouTube-VOS 2019
    F-Measure (Unseen)· 2023-03-14
    85.3
    best: 90.5 (Cutie+ (base, MEGA))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonYouTube-VOS 2019
    Jaccard (Seen)· 2023-03-14
    83.2
    best: 86.3 (Cutie+ (base, MEGA))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonYouTube-VOS 2019
    Jaccard (Unseen)· 2023-03-14
    76.9
    best: 754.8 (R50-AOST (L'=1))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonYouTube-VOS 2019
    Mean Jaccard & F-Measure· 2023-03-14
    83.3
    best: 86.8 (XMem (BL30K,MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2017 (val)
    F-measure (Mean)· 2023-03-14
    87.1
    best: 93.4 (Cutie+ (base))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2017 (val)
    J&F· 2023-03-14
    80.2
    best: 90.7 (SAM2)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2017 (val)
    Params(M)· 2023-03-14
    8.1
    best: 224.4 (SAM2)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2017 (val)
    Speed (FPS)· 2023-03-14
    90.6
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2016
    F-measure (Mean)· 2023-03-14
    91.6
    best: 94.7 (SwinB-DeAOT-L)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2016
    J&F· 2023-03-14
    90.6
    best: 93.4 (ISVOS (BL30K, MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2016
    Jaccard (Mean)· 2023-03-14
    89.7
    best: 92.5 (ISVOS (BL30K, MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • VideoonDAVIS 2016
    Speed (FPS)· 2023-03-14
    100.1
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Seen)· 2023-03-14
    87.7
    best: 90.6 (Cutie+ (base, MEGA))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Unseen)· 2023-03-14
    85.3
    best: 90.5 (Cutie+ (base, MEGA))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Seen)· 2023-03-14
    83.2
    best: 86.3 (Cutie+ (base, MEGA))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Unseen)· 2023-03-14
    76.9
    best: 754.8 (R50-AOST (L'=1))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonYouTube-VOS 2019
    Mean Jaccard & F-Measure· 2023-03-14
    83.3
    best: 86.8 (XMem (BL30K,MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2017 (val)
    F-measure (Mean)· 2023-03-14
    87.1
    best: 93.4 (Cutie+ (base))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2017 (val)
    J&F· 2023-03-14
    80.2
    best: 90.7 (SAM2)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2017 (val)
    Params(M)· 2023-03-14
    8.1
    best: 224.4 (SAM2)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2017 (val)
    Speed (FPS)· 2023-03-14
    90.6
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2016
    F-measure (Mean)· 2023-03-14
    91.6
    best: 94.7 (SwinB-DeAOT-L)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2016
    J&F· 2023-03-14
    90.6
    best: 93.4 (ISVOS (BL30K, MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2016
    Jaccard (Mean)· 2023-03-14
    89.7
    best: 92.5 (ISVOS (BL30K, MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Video Object SegmentationonDAVIS 2016
    Speed (FPS)· 2023-03-14
    100.1
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    F-measure (Mean)· 2023-03-14
    87.1
    best: 93.4 (Cutie+ (base))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    J&F· 2023-03-14
    80.2
    best: 90.7 (SAM2)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    Params(M)· 2023-03-14
    8.1
    best: 224.4 (SAM2)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2017 (val)
    Speed (FPS)· 2023-03-14
    90.6
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2016
    F-measure (Mean)· 2023-03-14
    91.6
    best: 94.7 (SwinB-DeAOT-L)
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2016
    J&F· 2023-03-14
    90.6
    best: 93.4 (ISVOS (BL30K, MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2016
    Jaccard (Mean)· 2023-03-14
    89.7
    best: 92.5 (ISVOS (BL30K, MS))
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815
  • Semi-Supervised Video Object SegmentationonDAVIS 2016
    Speed (FPS)· 2023-03-14
    100.1
    MobileVOS: Real-Time Video Object Segmentation Contrastive Learning meets Knowledge DistillationarXiv:2303.07815