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Models/BATMAN

BATMAN

Reported on 20 benchmarks across 2 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 Vision20 results

  • VideoonDAVIS 2017 (test-dev)
    F-measure· uses extra data· 2022-08-01
    86.1
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (test-dev)
    Jaccard· uses extra data· 2022-08-01
    78.4
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonDAVIS 2017 (test-dev)
    Mean Jaccard & F-Measure· uses extra data· 2022-08-01
    82.2
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    F-measure· uses extra data· 2022-08-01
    86.1
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonDAVIS 2017 (test-dev)
    Jaccard· uses extra data· 2022-08-01
    78.4
    SOTA
    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· uses extra data· 2022-08-01
    82.2
    SOTA
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2019
    F-Measure (Seen)· 2022-08-01
    89.3
    best: 90.6 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2019
    F-Measure (Unseen)· 2022-08-01
    87.2
    best: 90.5 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2019
    Jaccard (Seen)· 2022-08-01
    84.5
    best: 86.3 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2019
    Jaccard (Unseen)· 2022-08-01
    79
    best: 754.8 (R50-AOST (L'=1))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • VideoonYouTube-VOS 2019
    Mean Jaccard & F-Measure· 2022-08-01
    85
    best: 86.8 (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
    89.3
    best: 92.6 (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
    86.2
    best: 89.5 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Seen)· 2022-08-01
    89.3
    best: 90.6 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2019
    F-Measure (Unseen)· 2022-08-01
    87.2
    best: 90.5 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Seen)· 2022-08-01
    84.5
    best: 86.3 (Cutie+ (base, MEGA))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2019
    Jaccard (Unseen)· 2022-08-01
    79
    best: 754.8 (R50-AOST (L'=1))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159
  • Video Object SegmentationonYouTube-VOS 2019
    Mean Jaccard & F-Measure· 2022-08-01
    85
    best: 86.8 (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
    89.3
    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)
    Mean Jaccard & F-Measure· 2022-08-01
    86.2
    best: 89.5 (XMem (BLK30K, MS))
    BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object SegmentationarXiv:2208.01159