Personalized Grounding on MyVLM
100PrecisionZero-shot
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Zero-shotBackbone=Qwen-2.5 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 56.8 | 72.4 | |
| RAPBackbone=Qwen-2.5 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 98.8 | 99.4 | |
| RePICBackbone=Qwen-2.5 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 96.2 | 98.1 | |
| Zero-shotBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 54.7 | 70.7 | |
| RAPBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 99.7 | 99.9 | |
| RePICBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 74.4 | 85.1 | |
| CoViPBackbone=Qwen-3 VL, Retrieval Setting=Skip-Retrieval2026.02 | 100 | 76.8 | 86.9 | |
| RePICBackbone=Qwen-2.5 VL, Retrieval Setting=Retrieval2026.02 | 99 | 83.2 | 90.4 | |
| RAPBackbone=Qwen-2.5 VL, Retrieval Setting=Retrieval2026.02 | 95.5 | 87.9 | 91.6 | |
| CoViPBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 95.2 | 70 | 80.7 | |
| RAPBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 93.6 | 90.6 | 92.1 | |
| RePICBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 92.6 | 66.5 | 77.4 | |
| Zero-shotBackbone=Qwen-2.5 VL, Retrieval Setting=Retrieval2026.02 | 91.5 | 50.6 | 65.2 | |
| Zero-shotBackbone=Qwen-3 VL, Retrieval Setting=Retrieval2026.02 | 90.4 | 49.7 | 64.1 |