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Models/MM2SG

MM2SG

Reported on 6 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Computer Vision4 results

  • Scene ParsingonMM-OR
    Macro F1· 2025-03-04
    0.529
    SOTA
    MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsarXiv:2503.02579
  • Scene Graph GenerationonMM-OR
    Macro F1· 2025-03-04
    0.529
    SOTA
    MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsarXiv:2503.02579
  • Scene Parsingon4D-OR
    F1· uses extra data· 2025-03-04
    0.901
    best: 0.91 (ORacle)
    MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsarXiv:2503.02579
  • Scene Graph Generationon4D-OR
    F1· uses extra data· 2025-03-04
    0.901
    best: 0.91 (ORacle)
    MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsarXiv:2503.02579

Audio2 results

  • 2D Semantic SegmentationonMM-OR
    Macro F1· 2025-03-04
    0.529
    SOTA
    MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsarXiv:2503.02579
  • 2D Semantic Segmentationon4D-OR
    F1· uses extra data· 2025-03-04
    0.901
    best: 0.91 (ORacle)
    MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical EnvironmentsarXiv:2503.02579