Hierarchical Scene Parsing on SceneParser-Bench scene-level
59.1L1 PrecisionSceneParser
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SceneParser2026.05 | 59.1 | 50.7 | 54.6 | 38.1 | 36.9 | 37.5 | 26.2 | 26.4 | 26.3 | 53.2 | |
| Gemini 3.1 ProAccess=Closed-source MLLMs2026.05 | 47.9 | 12.8 | 20.2 | 11.9 | 4.8 | 6.8 | 5.6 | 2.1 | 3 | 16.2 | |
| Qwen2.5-VL-72BAccess=Open-source MLLMs2026.05 | 37.6 | 12.8 | 19.1 | 4.9 | 1.6 | 2.4 | 1.4 | 0.4 | 0.6 | 13.9 | |
| Qwen3.5-plusAccess=Closed-source MLLMs2026.05 | 33.5 | 19.8 | 24.9 | 6.4 | 5.2 | 5.7 | 2.4 | 2 | 2.2 | 24.5 | |
| Qwen3.5-35BAccess=Open-source MLLMs2026.05 | 19.4 | 11.2 | 14.2 | 2.9 | 2.3 | 2.6 | 0.6 | 0.5 | 0.5 | 13.5 | |
| GPT-5.5Access=Closed-source MLLMs2026.05 | 17 | 14.1 | 15.4 | 2.1 | 3.5 | 2.6 | 0.7 | 1.3 | 1.3 | 18.7 | |
| SEED2.0Access=Open-source MLLMs2026.05 | 10.4 | 6.6 | 8.1 | 2.3 | 0.7 | 1.1 | 0.3 | 0.1 | 0.2 | 4 | |
| Qwen3-VL-235BAccess=Open-source MLLMs2026.05 | 3.6 | 2.3 | 2.8 | 0.3 | 0.2 | 0.2 | 0 | 0 | 0 | 2.4 | |
| Qwen3.5-4BAccess=Open-source MLLMs2026.05 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |