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Models/Late Fusion

Late Fusion

Reported on 97 benchmarks across 12 tasks · 2 papers · 29 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 DetectiononCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation DetectiononCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • VideoonCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Temporal Action LocalizationonCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action LocalizationonCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation LocalizationonColumbia
    Average Pixel F1(Fixed threshold)· 2023-12-04
    0.864
    best: 0.888 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation LocalizationonCOVERAGE
    Average Pixel F1(Fixed threshold)· 2023-12-04
    0.641
    best: 0.663 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation LocalizationonCasia V1+
    Average Pixel F1(Fixed threshold)· 2023-12-04
    0.775
    best: 0.791 (CMX (RGB+SRM))
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation LocalizationonCocoGlide
    Average Pixel F1(Fixed threshold)· 2023-12-04
    0.574
    best: 0.585 (CMX (RGB+SRM))
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Image Manipulation LocalizationonDSO-1
    Average Pixel F1(Fixed threshold)· 2023-12-04
    0.899
    best: 0.93 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790

Methodology20 results

  • Anomaly DetectiononCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Anomaly DetectiononCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Zero-Shot LearningonCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790

Robots10 results

  • Activity RecognitiononCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Activity RecognitiononCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790

Natural Language Processing10 results

  • 3D Action RecognitiononCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • 3D Action RecognitiononCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790

Time Series10 results

  • Action RecognitiononCocoGlide
    AUC· 2023-12-04
    0.76
    best: 0.778 (ManTraNet)
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononCocoGlide
    Balanced Accuracy· 2023-12-04
    0.677
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononCasia V1+
    Balanced Accuracy· 2023-12-04
    0.86
    SOTA
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononCOVERAGE
    AUC· 2023-12-04
    0.792
    best: 0.839 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononCOVERAGE
    Balanced Accuracy· 2023-12-04
    0.72
    best: 0.77 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononColumbia
    AUC· 2023-12-04
    0.977
    best: 0.996 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononColumbia
    Balanced Accuracy· 2023-12-04
    0.822
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononDSO-1
    AUC· 2023-12-04
    0.958
    best: 0.984 (TruFor)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononDSO-1
    Balanced Accuracy· 2023-12-04
    0.83
    best: 0.935 (Early Fusion)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790
  • Action RecognitiononCasia V1+
    AUC· 2023-12-04
    0.93
    best: 0.942 (CAT-Net v2)
    MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and LocalizationarXiv:2312.01790

Medical1 result

  • Semantic SegmentationonPASTIS-R
    IoU· 2021-12-14
    66.3
    SOTA
    Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time SeriesarXiv:2112.07558

Audio1 result

  • 10-shot image generationonPASTIS-R
    IoU· 2021-12-14
    66.3
    SOTA
    Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time SeriesarXiv:2112.07558