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Models/STG-Net

STG-Net

Reported on 27 benchmarks across 3 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 Vision27 results

  • VideoonDAVIS (no YouTube-VOS training)
    D17 test (J)· 2020-12-10
    59.7
    best: 66.6 (TBD)
    SOTA
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D17 val (F)· 2020-12-10
    77.9
    best: 83.1 (HMMN)
    SOTA
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 test (J)· 2020-12-10
    59.7
    best: 66.6 (TBD)
    SOTA
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 val (F)· 2020-12-10
    77.9
    best: 83.1 (HMMN)
    SOTA
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 test (J)· 2020-12-10
    59.7
    best: 66.6 (TBD)
    SOTA
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 val (F)· 2020-12-10
    77.9
    best: 83.1 (HMMN)
    SOTA
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D16 val (F)· 2020-12-10
    86
    best: 90.6 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D16 val (G)· 2020-12-10
    85.7
    best: 89.4 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D16 val (J)· 2020-12-10
    85.4
    best: 88.2 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D17 test (F)· 2020-12-10
    66.5
    best: 72.2 (TBD)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D17 test (G)· 2020-12-10
    63.1
    best: 69.4 (TBD)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D17 val (G)· 2020-12-10
    74.7
    best: 80.4 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • VideoonDAVIS (no YouTube-VOS training)
    D17 val (J)· 2020-12-10
    71.5
    best: 77.7 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D16 val (F)· 2020-12-10
    86
    best: 90.6 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D16 val (G)· 2020-12-10
    85.7
    best: 89.4 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D16 val (J)· 2020-12-10
    85.4
    best: 88.2 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 test (F)· 2020-12-10
    66.5
    best: 72.2 (TBD)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 test (G)· 2020-12-10
    63.1
    best: 69.4 (TBD)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 val (G)· 2020-12-10
    74.7
    best: 80.4 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 val (J)· 2020-12-10
    71.5
    best: 77.7 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D16 val (F)· 2020-12-10
    86
    best: 90.6 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D16 val (G)· 2020-12-10
    85.7
    best: 89.4 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D16 val (J)· 2020-12-10
    85.4
    best: 88.2 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 test (F)· 2020-12-10
    66.5
    best: 72.2 (TBD)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 test (G)· 2020-12-10
    63.1
    best: 69.4 (TBD)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 val (G)· 2020-12-10
    74.7
    best: 80.4 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499
  • Semi-Supervised Video Object SegmentationonDAVIS (no YouTube-VOS training)
    D17 val (J)· 2020-12-10
    71.5
    best: 77.7 (HMMN)
    Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object SegmentationarXiv:2012.05499