Personalized Grounding on Yo'LLaVA
100PrecisionRAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RAPBackbone=Qwen-2.5 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 99.8 | 99.8 | |
| RAPBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 76.6 | 86.7 | |
| RePICBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 89.5 | 94.5 | |
| CoViPBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 85.3 | 92.1 | |
| RePICBackbone=Qwen-2.5 VL, Retrieval Setting=Skip-Retrieval2026.02 | 99.7 | 96.1 | 97.9 | |
| Zero-shotBackbone=Qwen-2.5 VL, Retrieval Setting=Skip-Retrieval2026.02 | 99.6 | 83.2 | 90.7 | |
| Zero-shotBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 98 | 73.9 | 84.2 | |
| RePICBackbone=Qwen-2.5 VL, Retrieval Setting=Retrieval2026.02 | 84.4 | 69.7 | 76.3 | |
| RAPBackbone=Qwen-2.5 VL, Retrieval Setting=Retrieval2026.02 | 79.2 | 75.1 | 76.2 | |
| RePICBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 78 | 67.3 | 72.3 | |
| CoViPBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 77.8 | 68.5 | 72.8 | |
| Zero-shotBackbone=Qwen-2.5 VL, Retrieval Setting=Retrieval2026.02 | 77.4 | 42.3 | 55.2 | |
| RAPBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 76.6 | 61 | 67.9 | |
| Zero-shotBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 74.7 | 60.4 | 66.8 |