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Models/CFLOW-AD

CFLOW-AD

Reported on 10 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Methodology8 results

  • Anomaly DetectiononMVTec AD
    FPS· 2021-07-27
    27
    best: 1016 (CPR-faster(TensorRT))
    SOTA
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • Anomaly DetectiononMVTec AD
    Segmentation AUPRO· 2021-07-27
    94.6
    best: 98.4 (WeakREST-Block)
    SOTA
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • Anomaly DetectiononMVTec AD
    Segmentation AUROC· 2021-07-27
    98.62
    best: 99.7 (WeakREST-Block)
    SOTA
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • Anomaly DetectiononMVTec AD
    Detection AUROC· 2021-07-27
    98.26
    best: 99.9 (GLASS)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • Anomaly DetectiononGoodsAD
    AUPR· 2021-07-27
    75.3
    best: 86.1 (PatchCore-100%)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • Anomaly DetectiononGoodsAD
    AUROC· 2021-07-27
    71.2
    best: 86.1 (MiniMaxAD-fr)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • 2D ClassificationonGoodsAD
    AUPR· 2021-07-27
    75.3
    best: 86.1 (PatchCore-100%)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • 2D ClassificationonGoodsAD
    AUROC· 2021-07-27
    71.2
    best: 86.1 (MiniMaxAD-fr)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571

Computer Vision2 results

  • Anomaly ClassificationonGoodsAD
    AUPR· 2021-07-27
    75.3
    best: 86.1 (PatchCore-100%)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571
  • Anomaly ClassificationonGoodsAD
    AUROC· 2021-07-27
    71.2
    best: 86.1 (MiniMaxAD-fr)
    CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing FlowsarXiv:2107.12571