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Models/Mantra-Net

Mantra-Net

Reported on 22 benchmarks across 10 tasks

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

Computer Vision12 results

  • Image Manipulation DetectiononCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Image Manipulation DetectiononCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)
  • VideoonCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • VideoonCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)
  • Temporal Action LocalizationonCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Temporal Action LocalizationonCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)
  • Action LocalizationonCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Action LocalizationonCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)
  • Image Manipulation LocalizationonColumbia(Protocol-CAT)
    Pixel Binary F1
    0.462
    best: 0.948 (IML-ViT)
  • Image Manipulation LocalizationonNIST16(Protocol-CAT)
    Pixel Binary F1
    0.193
    best: 0.501 (IML-ViT)
  • Image Manipulation LocalizationonCASIAv1(Protoclo-CAT)
    Pixel Binary F1
    0.327
    best: 0.8397 (Mesorch)
  • Image Manipulation LocalizationonCOVERAGE(Protocol-CAT)
    Pixel Binary F1
    0.196
    best: 0.654 (IML-ViT)

Methodology4 results

  • Anomaly DetectiononCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Anomaly DetectiononCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)
  • Zero-Shot LearningonCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Zero-Shot LearningonCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)

Robots2 results

  • Activity RecognitiononCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Activity RecognitiononCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)

Natural Language Processing2 results

  • 3D Action RecognitiononCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • 3D Action RecognitiononCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)

Time Series2 results

  • Action RecognitiononCASIA (OSN-transmitted - Facebook)
    AUC
    0.763
    best: 0.905 (DF-Net)
  • Action RecognitiononCASIA (OSN-transmitted - Facebook)
    F-score
    0.102
    best: 0.587 (DF-Net)