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CAD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Video Camouflaged Object DetectionCAD (test)
Fw65.2
37
ClassificationCAD 10% labels
AUC84.87
27
ClassificationCAD 1% labels
AUC83.54
27
High-level Activity LabelingCAD-120
Micro P/R84.7
14
Object Affordance LabelingCAD-120
Micro F1 Score91.8
12
Toxicity DetectionCAD full
F1 Score52.5
11
Multimodal ClassificationCAD Missing Tabular Rate γ=1
AUC0.7248
10
Multimodal ClassificationCAD Missing Tabular Rate γ=0
AUC86.17
10
Toxicity DetectionCAD context
F1 Score68.1
10
Camouflaged Object DetectionCAD (full)
Sa69.6
10
AnticipationCAD-120
Sub-activity F1 Score75.6
8
Attribute RecognitionCAD
Accuracy92
7
Image ClassificationCAD
Accuracy64
7
Multimodal ClassificationCAD Missing Tabular Rate γ=0.7
AUC0.7849
6
Object affordance detectionCAD-120 leave-one-subject-out (cross-val)
F1 Score91.1
6
Human activity detectionCAD-120
Sub-activity F1 Score88.9
4
3D Gaze EstimationCAD-120 (test)
3D MAE15.8
4
Abusive Language DetectionCAD (test)
Mean F10.7624
4
Sentiment AnalysisCAD (OOD)
Accuracy87.5
4
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