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Models/TruFor

TruFor

Reported on 95 benchmarks across 10 tasks · 1 paper · 73 SOTA

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

Computer Vision45 results

  • Image Manipulation DetectiononCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation LocalizationonDSO-1
    Average Pixel F1(Fixed threshold)· 2022-12-21
    0.93
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation DetectiononCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • VideoonCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Temporal Action LocalizationonCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action LocalizationonCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation LocalizationonColumbia
    Average Pixel F1(Fixed threshold)· 2022-12-21
    0.859
    best: 0.888 (Early Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation LocalizationonCOVERAGE
    Average Pixel F1(Fixed threshold)· 2022-12-21
    0.6
    best: 0.663 (Early Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation LocalizationonCasia V1+
    Average Pixel F1(Fixed threshold)· 2022-12-21
    0.737
    best: 0.791 (CMX (RGB+SRM))
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Image Manipulation LocalizationonCocoGlide
    Average Pixel F1(Fixed threshold)· 2022-12-21
    0.523
    best: 0.585 (CMX (RGB+SRM))
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957

Methodology20 results

  • Anomaly DetectiononCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Anomaly DetectiononCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Zero-Shot LearningonCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957

Robots10 results

  • Activity RecognitiononCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Activity RecognitiononCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957

Natural Language Processing10 results

  • 3D Action RecognitiononCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • 3D Action RecognitiononCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957

Time Series10 results

  • Action RecognitiononCOVERAGE
    AUC· 2022-12-21
    0.77
    best: 0.839 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononCOVERAGE
    Balanced Accuracy· 2022-12-21
    0.68
    best: 0.77 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononColumbia
    AUC· 2022-12-21
    0.996
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononColumbia
    Balanced Accuracy· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononCocoGlide
    AUC· 2022-12-21
    0.752
    best: 0.778 (ManTraNet)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononCocoGlide
    Balanced Accuracy· 2022-12-21
    0.639
    best: 0.677 (Late Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononDSO-1
    AUC· 2022-12-21
    0.984
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononDSO-1
    Balanced Accuracy· 2022-12-21
    0.93
    best: 0.935 (Early Fusion)
    SOTA
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononCasia V1+
    AUC· 2022-12-21
    0.916
    best: 0.942 (CAT-Net v2)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957
  • Action RecognitiononCasia V1+
    Balanced Accuracy· 2022-12-21
    0.813
    best: 0.86 (Late Fusion)
    TruFor: Leveraging all-round clues for trustworthy image forgery detection and localizationarXiv:2212.10957