TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/SOC (Video-Swin-T)

SOC (Video-Swin-T)

Reported on 38 benchmarks across 2 tasks · 1 paper

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

Computer Vision38 results

  • Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
    F· 2023-05-26
    60.5
    best: 76.1 (MPG-SAM 2)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
    J· 2023-05-26
    57.8
    best: 71.7 (MPG-SAM 2)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
    J&F· 2023-05-26
    59.2
    best: 73.9 (MPG-SAM 2)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    AP· 2023-05-26
    0.504
    best: 0.585 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    IoU mean· 2023-05-26
    0.669
    best: 0.725 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    IoU overall· 2023-05-26
    0.747
    best: 0.807 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    Precision@0.5· 2023-05-26
    0.79
    best: 0.851 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    Precision@0.6· 2023-05-26
    0.756
    best: 0.827 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    Precision@0.7· 2023-05-26
    0.687
    best: 0.767 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    Precision@0.8· 2023-05-26
    0.535
    best: 0.617 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonA2D Sentences
    Precision@0.9· 2023-05-26
    0.195
    best: 0.259 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    AP· 2023-05-26
    0.397
    best: 0.45 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    IoU mean· 2023-05-26
    0.701
    best: 0.725 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    IoU overall· 2023-05-26
    0.707
    best: 0.737 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    Precision@0.5· 2023-05-26
    0.947
    best: 0.972 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    Precision@0.6· 2023-05-26
    0.864
    best: 0.917 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    Precision@0.7· 2023-05-26
    0.627
    best: 0.714 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    Precision@0.8· 2023-05-26
    0.179
    best: 0.225 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Instance SegmentationonJ-HMDB
    Precision@0.9· 2023-05-26
    0.001
    best: 0.4 (HINet)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
    F· 2023-05-26
    60.5
    best: 76.1 (MPG-SAM 2)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
    J· 2023-05-26
    57.8
    best: 71.7 (MPG-SAM 2)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
    J&F· 2023-05-26
    59.2
    best: 73.9 (MPG-SAM 2)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    AP· 2023-05-26
    0.504
    best: 0.585 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    IoU mean· 2023-05-26
    0.669
    best: 0.725 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    IoU overall· 2023-05-26
    0.747
    best: 0.807 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    Precision@0.5· 2023-05-26
    0.79
    best: 0.851 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    Precision@0.6· 2023-05-26
    0.756
    best: 0.827 (SOC (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    Precision@0.7· 2023-05-26
    0.687
    best: 0.767 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    Precision@0.8· 2023-05-26
    0.535
    best: 0.617 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonA2D Sentences
    Precision@0.9· 2023-05-26
    0.195
    best: 0.259 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    AP· 2023-05-26
    0.397
    best: 0.45 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    IoU mean· 2023-05-26
    0.701
    best: 0.725 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    IoU overall· 2023-05-26
    0.707
    best: 0.737 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    Precision@0.5· 2023-05-26
    0.947
    best: 0.972 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    Precision@0.6· 2023-05-26
    0.864
    best: 0.917 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    Precision@0.7· 2023-05-26
    0.627
    best: 0.714 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    Precision@0.8· 2023-05-26
    0.179
    best: 0.225 (SgMg (Video-Swin-B))
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011
  • Referring Expression SegmentationonJ-HMDB
    Precision@0.9· 2023-05-26
    0.001
    best: 0.4 (HINet)
    SOC: Semantic-Assisted Object Cluster for Referring Video Object SegmentationarXiv:2305.17011