Visual Question Answering on STVQA-7k
86.4Relation AccSpatiO
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SpatiOOptimization Source=3DSRBench (150 samples), Setting=Zero-shot generalization2026.04 | 86.4 | 88.4 | 88.9 | 76.6 | 89 | 83.4 | 79.5 | 55.4 | 96 | 86.4 | |
| Qwen-3.0-VL-4BOptimization Source=3DSRBench (150 samples), Setting=Zero-shot generalization2026.04 | 81.7 | 82 | 85.4 | 76.9 | 78.2 | 80 | 73.3 | 62.5 | 96.7 | 80.9 | |
| SpatialReasonerOptimization Source=3DSRBench (150 samples), Setting=Zero-shot generalization2026.04 | 71 | 80 | 77.1 | 53.8 | 73.9 | 54 | 60 | 43.8 | 77.4 | 68.9 | |
| SpatialRGPTOptimization Source=3DSRBench (150 samples), Setting=Zero-shot generalization2026.04 | 70 | 60.4 | 69.2 | 35 | 43.1 | 34.4 | 35.8 | 56.3 | 88 | 62.2 | |
| Sa2VAOptimization Source=3DSRBench (150 samples), Setting=Zero-shot generalization2026.04 | 68 | 82 | 75 | 57.6 | 73.9 | 60 | 56.6 | 65.6 | 96.7 | 69.6 | |
| Llava-4DOptimization Source=3DSRBench (150 samples), Setting=Zero-shot generalization2026.04 | 60.6 | 66 | 54.1 | 15.3 | 47.8 | 26 | 43.3 | 37.5 | 54.8 | 53.4 |