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Models/ZoomNeXt-ResNet-50

ZoomNeXt-ResNet-50

Reported on 84 benchmarks across 7 tasks · 1 paper · 21 SOTA

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

Methodology48 results

  • 3DonCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCHAMELEON
    S-measure· 2023-10-31
    0.908
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCHAMELEON
    weighted F-measure· 2023-10-31
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCOD
    S-Measure· 2023-10-31
    0.861
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCOD
    Weighted F-Measure· 2023-10-31
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 3DonNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCHAMELEON
    S-measure· 2023-10-31
    0.908
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCHAMELEON
    weighted F-measure· 2023-10-31
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCOD
    S-Measure· 2023-10-31
    0.861
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCOD
    Weighted F-Measure· 2023-10-31
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D ClassificationonNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCHAMELEON
    S-measure· 2023-10-31
    0.908
    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
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCOD
    S-Measure· 2023-10-31
    0.861
    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
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 2D Object DetectiononNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCHAMELEON
    S-measure· 2023-10-31
    0.908
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCHAMELEON
    weighted F-measure· 2023-10-31
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCOD
    S-Measure· 2023-10-31
    0.861
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCOD
    Weighted F-Measure· 2023-10-31
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • 16konNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208

Computer Vision36 results

  • Object DetectiononCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCHAMELEON
    MAE· 2023-10-31
    0.021
    best: 0.015 (BiRefNet)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCOD
    MAE· 2023-10-31
    0.026
    best: 0.013 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonNC4K
    MAE· 2023-10-31
    0.037
    best: 0.02 (FOCUS)
    SOTA
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCHAMELEON
    S-measure· 2023-10-31
    0.908
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCHAMELEON
    weighted F-measure· 2023-10-31
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCOD
    S-Measure· 2023-10-31
    0.861
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCOD
    Weighted F-Measure· 2023-10-31
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object DetectiononNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCHAMELEON
    S-measure· 2023-10-31
    0.908
    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
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCOD
    S-Measure· 2023-10-31
    0.861
    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
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Camouflaged Object SegmentationonNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCHAMELEON
    S-measure· 2023-10-31
    0.908
    best: 0.932 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCHAMELEON
    weighted F-measure· 2023-10-31
    0.858
    best: 0.914 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCOD
    S-Measure· 2023-10-31
    0.861
    best: 0.913 (BiRefNet)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCOD
    Weighted F-Measure· 2023-10-31
    0.768
    best: 0.883 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCAMO
    MAE· 2023-10-31
    0.065
    best: 0.025 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCAMO
    S-Measure· 2023-10-31
    0.833
    best: 0.912 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonCAMO
    Weighted F-Measure· 2023-10-31
    0.774
    best: 0.904 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonNC4K
    S-measure· 2023-10-31
    0.874
    best: 0.915 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208
  • Object SegmentationonNC4K
    weighted F-measure· 2023-10-31
    0.816
    best: 0.906 (FOCUS)
    ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object DetectionarXiv:2310.20208