| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| PredCLS | Action Genome (test) | Recall@1085.7 | 54 | |
| Scene Graph Anticipation | Action Genome AGS F=0.7 | mR@1035.5 | 48 | |
| Scene Graph Classification | Action Genome (test) | Recall@1068.4 | 40 | |
| Scene Graph Detection (SGDET) | Action Genome v1.0 (test) | R@1036.5 | 32 | |
| Scene Graph Anticipation | Action Genome AGS, F=0.5 | mR@1024 | 32 | |
| Scene Graph Detection | Action Genome | Recall@1035.3 | 30 | |
| Predicate Classification | Action Genome | Recall@1085.6 | 26 | |
| Visual World Modelling | Action Genome | GPT-4o Score7.06 | 18 | |
| Scene Graph Anticipation | Action Genome GAGS, F=0.5 | mR@1028.2 | 16 | |
| SGDET | Action Genome (test) | R@1032.8 | 14 | |
| SGCLS | Action Genome (test) | Recall@1052.5 | 14 | |
| Forward-dynamics Prediction | Action-Genome AURORA-BENCH | GPT-4o Score3.64 | 9 | |
| Scene Graph Anticipation | Action Genome (test) | R@1038.8 | 8 | |
| Video Scene Graph Classification (SGCLS) | Action Genome Gaussian Noise corruption Robust VidSGG (test) | mR@1042.2 | 8 | |
| Scene Graph Anticipation | Action Genome Brightness 1.0 (test) | mR@1017.7 | 8 | |
| Scene Graph Anticipation | Action Genome Frost 1.0 (test) | Mean Recall@1013.8 | 8 | |
| Scene Graph Anticipation | Action Genome Gaussian Noise 1.0 (test) | mR@109.4 | 8 | |
| HOI detection | Action Genome (val) | Recall@1075.4 | 7 | |
| Action Recognition | Action Genome (val) | mAP (Object)42.5 | 7 | |
| Action-centric Editing | Action-Genome (test) | Human Evaluation Score0.37 | 4 | |
| Video Scene Graph Classification (SGCLS) | Action Genome Fog corruption Robust VidSGG (test) | Mean Recall @ 1034.9 | 4 | |
| Scene graph to image generation | Action Genome (AG) (test) | FID98.1 | 4 |