Scene Graph Generation on PSG (test)
52.5RecallSGG-R³
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SGG-R³Training Method=SFT + RL, Params=3B, Base Model=Qwen2.5-VL2026.03 | 52.5 | 44.3 | 48.4 | 7.7 | — | — | — | — | — | — | — | — | — | |
| HiLoMethod Category=non-VLM2026.03 | 51.4 | 40.9 | 46.2 | — | — | — | — | — | — | — | — | — | — | |
| DSGGMethod Category=non-VLM2026.03 | 50 | 43.4 | 46.7 | — | — | — | — | — | — | — | — | — | — | |
| R1-SGGMethod Category=VLM-based, Params=7B, Base Model=Qwen2-VL2026.03 | 43.5 | 33.2 | 38.4 | 7.7 | — | — | — | — | — | — | — | — | — | |
| Pair-NetMethod Category=non-VLM2026.03 | 42.4 | 29.7 | 36.1 | — | — | — | — | — | — | — | — | — | — | |
| OvSGTRMethod Category=VLM-based2026.03 | 41.4 | 28.3 | 34.9 | — | — | — | — | — | — | — | — | — | — | |
| PSGTRMethod Category=non-VLM2026.03 | 35.3 | 21.5 | 28.4 | 6.4 | — | — | — | — | — | — | — | — | — | |
| PGSGMethod Category=VLM-based2026.03 | 33.4 | 22.1 | 27.8 | 8.9 | — | — | — | — | — | — | — | — | — | |
| SGG-R³Training Method=SFT, Params=3B, Base Model=Qwen2.5-VL2026.03 | 33.3 | 26.1 | 29.7 | 0 | — | — | — | — | — | — | — | — | — | |
| SGTRMethod Category=non-VLM2026.03 | 32 | 23.5 | 27.8 | 3.6 | — | — | — | — | — | — | — | — | — | |
| Relation-R1Method Category=VLM-based, Params=3B, Base Model=Qwen2.5-VL2026.03 | 25.9 | 21.3 | 23.6 | — | — | — | — | — | — | — | — | — | — | |
| MOTIFSMethod Category=non-VLM2026.03 | 22 | 9.1 | 15.6 | — | — | — | — | — | — | — | — | — | — | |
| PSGFormerMethod Category=non-VLM2026.03 | 21 | 19.8 | 20.4 | 4.9 | — | — | — | — | — | — | — | — | — | |
| VCTreeMethod Category=non-VLM2026.03 | 20.6 | 9.7 | 15.2 | — | — | — | — | — | — | — | — | — | — | |
| GPS-NetMethod Category=non-VLM2026.03 | 20.6 | 7.2 | 13.9 | — | — | — | — | — | — | — | — | — | — | |
| LLaVA-SpaceSGGMethod Category=VLM-based, Params=13B2026.03 | 15.4 | 13.2 | 14.3 | — | — | — | — | — | — | — | — | — | — | |
| ASMv2Method Category=VLM-based, Params=13B2026.03 | 14.8 | 11.8 | 13.3 | — | — | — | — | — | — | — | — | — | — | |
| OwSGGMethod Category=VLM-based, Params=72B, Base Model=Qwen2-VL2026.03 | 14 | 13.7 | 13.9 | 6.4 | — | — | — | — | — | — | — | — | — | |
| REACT++Rules=None, Model=REACT++2026.06 | — | — | — | — | 22.42 | 25.39 | 26.91 | 31.94 | 37.25 | 40.18 | 22.41 | 29.59 | — | |
| REACT++Rules=Base, Threshold (θ)=0.09, Rea.=16.5%, Model=REACT++2026.06 | — | — | — | — | 23.34 | 26.34 | 27.58 | 32.72 | 38.01 | 40.9 | 22.93 | 30.43 | 0.84 | |
| REACT++Rules=S-C., Threshold (θ)=0.10, Rea.=18.2%, Model=REACT++2026.06 | — | — | — | — | 23.66 | 26.82 | 27.77 | 33.02 | 38.27 | 41.03 | 23.26 | 30.74 | 1.15 |