| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Camouflaged Object Detection | CAD (test) | Fw65.2 | 37 | |
| Classification | CAD 10% labels | AUC84.87 | 27 | |
| Classification | CAD 1% labels | AUC83.54 | 27 | |
| High-level Activity Labeling | CAD-120 | Micro P/R84.7 | 14 | |
| Object Affordance Labeling | CAD-120 | Micro F1 Score91.8 | 12 | |
| Toxicity Detection | CAD full | F1 Score52.5 | 11 | |
| Multimodal Classification | CAD Missing Tabular Rate γ=1 | AUC0.7248 | 10 | |
| Multimodal Classification | CAD Missing Tabular Rate γ=0 | AUC86.17 | 10 | |
| Toxicity Detection | CAD context | F1 Score68.1 | 10 | |
| Camouflaged Object Detection | CAD (full) | Sa69.6 | 10 | |
| Anticipation | CAD-120 | Sub-activity F1 Score75.6 | 8 | |
| Attribute Recognition | CAD | Accuracy92 | 7 | |
| Image Classification | CAD | Accuracy64 | 7 | |
| Multimodal Classification | CAD Missing Tabular Rate γ=0.7 | AUC0.7849 | 6 | |
| Object affordance detection | CAD-120 leave-one-subject-out (cross-val) | F1 Score91.1 | 6 | |
| Human activity detection | CAD-120 | Sub-activity F1 Score88.9 | 4 | |
| 3D Gaze Estimation | CAD-120 (test) | 3D MAE15.8 | 4 | |
| Abusive Language Detection | CAD (test) | Mean F10.7624 | 4 | |
| Sentiment Analysis | CAD (OOD) | Accuracy87.5 | 4 |