Relationship Prediction on ActionGenome4D corrected (test)
61.9Attention PrecisionSubtitle-Only
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Subtitle-OnlyModel=Qwen 2.5-VL, Mode=PredCls2026.03 | 61.9 | 61.7 | 61.8 | 57.8 | 49 | 53 | 45.4 | 35.4 | 39.8 | 51.2 | 25.9 | |
| Graph RAGModel=Qwen 2.5-VL, Mode=PredCls2026.03 | 61.4 | 61.3 | 61.4 | 60.7 | 53.6 | 56.9 | 47.6 | 38.5 | 42.5 | 53.3 | 26.6 | |
| Graph RAGModel=Qwen 2.5-VL, Mode=SGDet2026.03 | 59.7 | 34.8 | 44 | 62 | 32.3 | 42.5 | 48.7 | 23.1 | 31.3 | 39 | 20.2 | |
| Subtitle-OnlyModel=Qwen 2.5-VL, Mode=SGDet2026.03 | 59.6 | 34.3 | 43.5 | 58.6 | 29.5 | 39.3 | 47 | 21.8 | 29.7 | 37.2 | 20 | |
| Graph RAGModel=InternVL 2.5, Mode=PredCls2026.03 | 53.8 | 53.7 | 53.8 | 45.4 | 40.3 | 42.7 | 30.8 | 24.4 | 27.2 | 40.8 | 23.4 | |
| Subtitle-OnlyModel=InternVL 2.5, Mode=PredCls2026.03 | 50.6 | 50.6 | 50.6 | 44.3 | 38.5 | 41.2 | 23.4 | 17.7 | 20.2 | 37 | 21.7 | |
| Graph RAGModel=InternVL 2.5, Mode=SGDet2026.03 | 49.6 | 22.3 | 30.8 | 43.5 | 18.1 | 25.5 | 35.3 | 12.9 | 18.9 | 24.8 | 15.4 | |
| Subtitle-OnlyModel=InternVL 2.5, Mode=SGDet2026.03 | 43.5 | 19.7 | 27.1 | 40.6 | 17.2 | 24.2 | 26.4 | 9.7 | 14.2 | 21.5 | 14.5 |