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Models/Snuffy (SimCLR Exhaustive)

Snuffy (SimCLR Exhaustive)

Reported on 7 benchmarks across 1 task · 1 paper · 4 SOTA

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

Methodology7 results

  • Multiple Instance LearningonTCGA
    AUC· 2024-08-15
    0.972
    SOTA
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258
  • Multiple Instance LearningonCAMELYON16
    ACC· 2024-08-15
    0.952
    SOTA
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258
  • Multiple Instance LearningonCAMELYON16
    Expected Calibration Error· 2024-08-15
    0.057
    SOTA
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258
  • Multiple Instance LearningonCAMELYON16
    Patch AUC· 2024-08-15
    0.98
    SOTA
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258
  • Multiple Instance LearningonTCGA
    ACC· 2024-08-15
    0.947
    best: 0.951 (DTFD-MIL (AFS))
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258
  • Multiple Instance LearningonCAMELYON16
    AUC· 2024-08-15
    0.97
    best: 0.987 (Snuffy (DINO Exhaustive))
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258
  • Multiple Instance LearningonCAMELYON16
    FROC· 2024-08-15
    0.622
    best: 0.675 (Snuffy (DINO Exhaustive))
    Snuffy: Efficient Whole Slide Image ClassifierarXiv:2408.08258