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Models/ZoomNeXt-PVTv2-B5

ZoomNeXt-PVTv2-B5

Reported on 154 benchmarks across 7 tasks · 1 paper · 112 SOTA

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

Methodology88 results

  • 3DonMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208

Computer Vision66 results

  • Object DetectiononMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonMoCA-Mask
    MAE· uses extra data· 2023-10-31
    0.01
    best: 0.007 (CamoSAM2)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonMoCA-Mask
    S-measure· uses extra data· 2023-10-31
    0.734
    best: 0.776 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonMoCA-Mask
    mDice· uses extra data· 2023-10-31
    0.497
    best: 0.648 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonMoCA-Mask
    mIoU· uses extra data· 2023-10-31
    0.422
    best: 0.55 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonMoCA-Mask
    weighted F-measure· uses extra data· 2023-10-31
    0.476
    best: 0.628 (ZS-VCOS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCHAMELEON
    MAE· 2023-10-31
    0.018
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCOD
    MAE· 2023-10-31
    0.018
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCAMO
    MAE· 2023-10-31
    0.041
    best: 0.025 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCAMO
    S-Measure· 2023-10-31
    0.889
    best: 0.912 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCamouflaged Animal Dataset
    MAE· uses extra data· 2023-10-31
    0.02
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCamouflaged Animal Dataset
    S-measure· uses extra data· 2023-10-31
    0.757
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCamouflaged Animal Dataset
    mDice· uses extra data· 2023-10-31
    0.599
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCamouflaged Animal Dataset
    mIoU· uses extra data· 2023-10-31
    0.51
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCamouflaged Animal Dataset
    weighted F-measure· uses extra data· 2023-10-31
    0.593
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonNC4K
    MAE· 2023-10-31
    0.028
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonNC4K
    S-measure· 2023-10-31
    0.903
    best: 0.915 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCHAMELEON
    S-measure· 2023-10-31
    0.924
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCHAMELEON
    weighted F-measure· 2023-10-31
    0.885
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCOD
    S-Measure· 2023-10-31
    0.898
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCOD
    Weighted F-Measure· 2023-10-31
    0.827
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCAMO
    Weighted F-Measure· 2023-10-31
    0.857
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonNC4K
    weighted F-measure· 2023-10-31
    0.863
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208