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Models/CARLA

CARLA

Reported on 54 benchmarks across 2 tasks · 1 paper · 54 SOTA

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

Time Series54 results

  • Time Series AnalysisonSMD
    AUPR· 2023-08-18
    0.507
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMD
    F1 score· 2023-08-18
    0.5114
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMD
    Recall· 2023-08-18
    0.63062
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMD
    precision· 2023-08-18
    0.4276
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonWADI
    AUPR· 2023-08-18
    0.126
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonWADI
    F1 Score· 2023-08-18
    0.2953
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonWADI
    Recall· 2023-08-18
    0.7316
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonWADI
    precision· 2023-08-18
    0.185
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonKPI
    AUPR· 2023-08-18
    0.299
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonKPI
    F1 Score· 2023-08-18
    0.3083
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonKPI
    Recall· 2023-08-18
    0.736
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonKPI
    precision· 2023-08-18
    0.195
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonYahoo A1
    AUPR· 2023-08-18
    0.645
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonYahoo A1
    F1 Score· 2023-08-18
    0.7233
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonYahoo A1
    precision· 2023-08-18
    0.9755
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonMSL
    AUPR· 2023-08-18
    0.501
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonMSL
    F1 Score· 2023-08-18
    52.27
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonMSL
    Recall· 2023-08-18
    0.7959
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonMSL
    precision· 2023-08-18
    0.3891
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMAP
    AUPR· 2023-08-18
    0.448
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMAP
    F1 Score· 2023-08-18
    0.5292
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMAP
    Recall· 2023-08-18
    0.804
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSMAP
    precision· 2023-08-18
    0.3944
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSWaT
    AUPR· 2023-08-18
    0.681
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSWaT
    F1 Score· 2023-08-18
    0.7209
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSWaT
    Recall· 2023-08-18
    0.5673
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series AnalysisonSWaT
    precision· 2023-08-18
    0.9886
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMD
    AUPR· 2023-08-18
    0.507
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMD
    F1 score· 2023-08-18
    0.5114
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMD
    Recall· 2023-08-18
    0.63062
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMD
    precision· 2023-08-18
    0.4276
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononWADI
    AUPR· 2023-08-18
    0.126
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononWADI
    F1 Score· 2023-08-18
    0.2953
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononWADI
    Recall· 2023-08-18
    0.7316
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononWADI
    precision· 2023-08-18
    0.185
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononKPI
    AUPR· 2023-08-18
    0.299
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononKPI
    F1 Score· 2023-08-18
    0.3083
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononKPI
    Recall· 2023-08-18
    0.736
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononKPI
    precision· 2023-08-18
    0.195
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononYahoo A1
    AUPR· 2023-08-18
    0.645
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononYahoo A1
    F1 Score· 2023-08-18
    0.7233
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononYahoo A1
    precision· 2023-08-18
    0.9755
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononMSL
    AUPR· 2023-08-18
    0.501
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononMSL
    F1 Score· 2023-08-18
    52.27
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononMSL
    Recall· 2023-08-18
    0.7959
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononMSL
    precision· 2023-08-18
    0.3891
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMAP
    AUPR· 2023-08-18
    0.448
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMAP
    F1 Score· 2023-08-18
    0.5292
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMAP
    Recall· 2023-08-18
    0.804
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSMAP
    precision· 2023-08-18
    0.3944
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSWaT
    AUPR· 2023-08-18
    0.681
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSWaT
    F1 Score· 2023-08-18
    0.7209
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSWaT
    Recall· 2023-08-18
    0.5673
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296
  • Time Series Anomaly DetectiononSWaT
    precision· 2023-08-18
    0.9886
    SOTA
    CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionarXiv:2308.09296