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Models/MMR

MMR

Reported on 12 benchmarks across 2 tasks · 1 paper · 3 SOTA

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

Methodology6 results

  • Anomaly DetectiononAeBAD-V
    Detection AUROC· 2023-04-05
    78.2
    SOTA
    Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale ReconstructionarXiv:2304.02216
  • Anomaly DetectiononAeBAD-S
    Detection AUROC· 2023-04-05
    84.7
    best: 87.1 (MSFR)
    SOTA
    Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale ReconstructionarXiv:2304.02216
  • Anomaly DetectiononAeBAD-S
    Segmentation AUPRO· 2023-04-05
    89.1
    best: 90.4 (MSFR)
    SOTA
    Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale ReconstructionarXiv:2304.02216
  • Anomaly DetectiononMVTec AD
    Detection AUROC· 2023-04-05
    98.4
    best: 99.9 (GLASS)
    Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale ReconstructionarXiv:2304.02216
  • Anomaly DetectiononMVTec AD
    Segmentation AUPRO· 2023-04-05
    92.6
    best: 98.4 (WeakREST-Block)
    Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale ReconstructionarXiv:2304.02216
  • Anomaly DetectiononMVTec AD
    Segmentation AUROC· 2023-04-05
    97.2
    best: 99.7 (WeakREST-Block)
    Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale ReconstructionarXiv:2304.02216

Natural Language Processing6 results

  • SummarizationonarXiv Summarization Dataset
    ROUGE-1
    29.75
    best: 40.92 (FAR)
  • SummarizationonarXiv Summarization Dataset
    ROUGE-2
    6.14
    best: 13.75 (FAR)
  • SummarizationonarXiv Summarization Dataset
    ROUGE-L
    26.41
    best: 35.56 (FAR)
  • SummarizationonPubmed
    ROUGE-1
    37.65
    best: 43.58 (HipoRank)
  • SummarizationonPubmed
    ROUGE-2
    10.61
    best: 17 (HipoRank)
  • SummarizationonPubmed
    ROUGE-L
    33.71
    best: 39.31 (HipoRank)