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Models/CamoSAM2

CamoSAM2

Reported on 35 benchmarks across 7 tasks · 1 paper · 35 SOTA

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

Methodology20 results

  • 3DonMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 3DonMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 3DonMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 3DonMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 3DonMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D ClassificationonMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D ClassificationonMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D ClassificationonMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D ClassificationonMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D ClassificationonMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D Object DetectiononMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D Object DetectiononMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D Object DetectiononMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D Object DetectiononMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 2D Object DetectiononMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 16konMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 16konMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 16konMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 16konMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • 16konMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375

Computer Vision15 results

  • Object DetectiononMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object DetectiononMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object DetectiononMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object DetectiononMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object DetectiononMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Camouflaged Object SegmentationonMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Camouflaged Object SegmentationonMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Camouflaged Object SegmentationonMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Camouflaged Object SegmentationonMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Camouflaged Object SegmentationonMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object SegmentationonMoCA-Mask
    MAE· 2025-04-01
    0.007
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object SegmentationonMoCA-Mask
    S-measure· 2025-04-01
    0.765
    best: 0.776 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object SegmentationonMoCA-Mask
    mDice· 2025-04-01
    0.62
    best: 0.648 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object SegmentationonMoCA-Mask
    mIoU· 2025-04-01
    0.542
    best: 0.55 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375
  • Object SegmentationonMoCA-Mask
    weighted F-measure· 2025-04-01
    0.607
    best: 0.628 (ZS-VCOS)
    SOTA
    CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object DetectionarXiv:2504.00375