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Models/TransVOS

TransVOS

Reported on 26 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision26 results

  • Object TrackingonYouTube-VOS 2018
    F-Measure (Seen)· 2022-08-01
    86.7
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Object TrackingonYouTube-VOS 2018
    F-Measure (Unseen)· 2022-08-01
    83.4
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Visual Object TrackingonYouTube-VOS 2018
    F-Measure (Seen)· 2022-08-01
    86.7
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Visual Object TrackingonYouTube-VOS 2018
    F-Measure (Unseen)· 2022-08-01
    83.4
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (test-dev)
    F-measure· 2022-08-01
    80.9
    best: 86.1 (BATMAN)
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (test-dev)
    Jaccard· 2022-08-01
    73
    best: 78.4 (BATMAN)
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (test-dev)
    Mean Jaccard & F-Measure· 2022-08-01
    76.9
    best: 82.2 (BATMAN)
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2018
    F-Measure (Seen)· 2022-08-01
    86.7
    best: 91 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2018
    F-Measure (Unseen)· 2022-08-01
    83.4
    best: 90.2 (XMem (BL30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2018
    Jaccard (Seen)· 2022-08-01
    82
    best: 86.6 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2018
    Jaccard (Unseen)· 2022-08-01
    75
    best: 82.2 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2018
    Mean Jaccard & F-Measure· 2022-08-01
    81.8
    best: 86.9 (XMem (BL30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (val)
    F-measure· 2022-08-01
    86.4
    best: 92.6 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (val)
    Jaccard· 2022-08-01
    81.4
    best: 86.3 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (val)
    Mean Jaccard & F-Measure· 2022-08-01
    83.9
    best: 89.5 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    F-measure· 2022-08-01
    80.9
    best: 86.1 (BATMAN)
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    Jaccard· 2022-08-01
    73
    best: 78.4 (BATMAN)
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    Mean Jaccard & F-Measure· 2022-08-01
    76.9
    best: 82.2 (BATMAN)
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2018
    F-Measure (Seen)· 2022-08-01
    86.7
    best: 91 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2018
    F-Measure (Unseen)· 2022-08-01
    83.4
    best: 90.2 (XMem (BL30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2018
    Jaccard (Seen)· 2022-08-01
    82
    best: 86.6 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2018
    Jaccard (Unseen)· 2022-08-01
    75
    best: 82.2 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2018
    Mean Jaccard & F-Measure· 2022-08-01
    81.8
    best: 86.9 (XMem (BL30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (val)
    F-measure· 2022-08-01
    86.4
    best: 92.6 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (val)
    Jaccard· 2022-08-01
    81.4
    best: 86.3 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (val)
    Mean Jaccard & F-Measure· 2022-08-01
    83.9
    best: 89.5 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159