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Models/NSA

NSA

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 DetectiononAeBAD-V
    Detection AUROC· 2021-09-30
    64.6
    best: 78.2 (MMR)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononAeBAD-S
    Detection AUROC· 2021-09-30
    56.7
    best: 87.1 (MSFR)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononAeBAD-S
    Segmentation AUPRO· 2021-09-30
    45.9
    best: 90.4 (MSFR)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononMVTec AD
    Detection AUROC· uses extra data· 2021-09-30
    97.2
    best: 99.9 (GLASS)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononMVTec AD
    Segmentation AUPRO· uses extra data· 2021-09-30
    91
    best: 98.4 (WeakREST-Block)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononMVTec AD
    Segmentation AUROC· uses extra data· 2021-09-30
    96.3
    best: 99.7 (WeakREST-Block)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononGoodsAD
    AUPR· 2021-09-30
    71.8
    best: 86.1 (PatchCore-100%)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly DetectiononGoodsAD
    AUROC· 2021-09-30
    67.3
    best: 86.1 (MiniMaxAD-fr)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • 2D ClassificationonGoodsAD
    AUPR· 2021-09-30
    71.8
    best: 86.1 (PatchCore-100%)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • 2D ClassificationonGoodsAD
    AUROC· 2021-09-30
    67.3
    best: 86.1 (MiniMaxAD-fr)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222

Computer Vision2 results

  • Anomaly ClassificationonGoodsAD
    AUPR· 2021-09-30
    71.8
    best: 86.1 (PatchCore-100%)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222
  • Anomaly ClassificationonGoodsAD
    AUROC· 2021-09-30
    67.3
    best: 86.1 (MiniMaxAD-fr)
    Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and LocalizationarXiv:2109.15222