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Models/SimpleNet

SimpleNet

Reported on 12 benchmarks across 3 tasks · 1 paper

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

Methodology10 results

  • Anomaly DetectiononMVTec AD
    Detection AUROC· 2023-03-27
    99.6
    best: 99.9 (GLASS)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononMVTec AD
    Segmentation AUROC· 2023-03-27
    98.1
    best: 99.7 (WeakREST-Block)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononMVTec LOCO AD
    Avg. Detection AUROC· 2023-03-27
    77.6
    best: 95.3 (CSAD)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononMVTec LOCO AD
    Detection AUROC (only logical)· 2023-03-27
    71.5
    best: 98.1 (PSAD)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononMVTec LOCO AD
    Detection AUROC (only structural)· 2023-03-27
    83.7
    best: 95.9 (PUAD-M)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononMVTec LOCO AD
    Segmentation AU-sPRO (until FPR 5%)· 2023-03-27
    36.3
    best: 83.2 (SAM-LAD)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononGoodsAD
    AUPR· 2023-03-27
    78.7
    best: 86.1 (PatchCore-100%)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly DetectiononGoodsAD
    AUROC· 2023-03-27
    75.3
    best: 86.1 (MiniMaxAD-fr)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • 2D ClassificationonGoodsAD
    AUPR· 2023-03-27
    78.7
    best: 86.1 (PatchCore-100%)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • 2D ClassificationonGoodsAD
    AUROC· 2023-03-27
    75.3
    best: 86.1 (MiniMaxAD-fr)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140

Computer Vision2 results

  • Anomaly ClassificationonGoodsAD
    AUPR· 2023-03-27
    78.7
    best: 86.1 (PatchCore-100%)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140
  • Anomaly ClassificationonGoodsAD
    AUROC· 2023-03-27
    75.3
    best: 86.1 (MiniMaxAD-fr)
    SimpleNet: A Simple Network for Image Anomaly Detection and LocalizationarXiv:2303.15140