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Models/SelfReformer

SelfReformer

Reported on 20 benchmarks across 1 task · 1 paper · 6 SOTA

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

Computer Vision20 results

  • Salient Object DetectiononECSSD
    MAE· 2022-05-23
    0.027
    best: 0.018 (FOCUS)
    SOTA
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUT-OMRON
    E-measure· 2022-05-23
    0.886
    best: 0.912 (SAM2-UNet)
    SOTA
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUT-OMRON
    MAE· 2022-05-23
    0.041
    best: 0.039 (SAM2-UNet)
    SOTA
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUTS-TE
    MAE· 2022-05-23
    0.026
    best: 0.019 (FOCUS)
    SOTA
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononHKU-IS
    MAE· 2022-05-23
    0.024
    best: 0.018 (FOCUS)
    SOTA
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononPASCAL-S
    MAE· 2022-05-23
    0.05
    best: 0.036 (FOCUS)
    SOTA
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononECSSD
    E-measure· 2022-05-23
    0.928
    best: 0.971 (FOCUS)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononECSSD
    S-measure· 2022-05-23
    0.935
    best: 0.95 (SAM2-UNet)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononECSSD
    max_F1· 2022-05-23
    0.957
    best: 0.963 (SelfReformer-Swin)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUT-OMRON
    S-measure· 2022-05-23
    0.856
    best: 0.884 (SAM2-UNet)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUT-OMRON
    max_F1· 2022-05-23
    0.836
    best: 0.857 (EVPv2)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUTS-TE
    E-measure· 2022-05-23
    0.92
    best: 0.965 (FOCUS)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUTS-TE
    Smeasure· 2022-05-23
    0.911
    best: 0.934 (SAM2-UNet)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononDUTS-TE
    max_F1· 2022-05-23
    0.916
    best: 0.925 (SelfReformer-Swin)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononHKU-IS
    E-measure· 2022-05-23
    0.959
    best: 0.974 (FOCUS)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononHKU-IS
    S-measure· 2022-05-23
    0.93
    best: 0.941 (SAM2-UNet)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononHKU-IS
    max_F1· 2022-05-23
    0.947
    best: 0.952 (SelfReformer-Swin)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononPASCAL-S
    E-measure· 2022-05-23
    0.872
    best: 0.942 (FOCUS)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononPASCAL-S
    S-measure· 2022-05-23
    0.874
    best: 0.898 (FOCUS)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283
  • Salient Object DetectiononPASCAL-S
    max_F1· 2022-05-23
    0.894
    best: 0.896 (SelfReformer-Swin)
    SelfReformer: Self-Refined Network with Transformer for Salient Object DetectionarXiv:2205.11283