Urban Perception on New York (NY)
41.69Hit@5UGE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UGEBackbone=Qwen2.5-VL-7B2026.02 | 41.69 | 27.12 | |
| UGEBackbone=LLaVA1.62026.02 | 35.54 | 21.19 | |
| UGEBackbone=Qwen2-VL-7B2026.02 | 31.96 | 18.02 | |
| UGEBackbone=Qwen2-VL-2B2026.02 | 31.47 | 18.6 | |
| UGEBackbone=VLM2Vec-2B2026.02 | 31.02 | 17.56 | |
| LLaVA1.62026.02 | 29.01 | 17.5 | |
| UGEBackbone=Phi3-V2026.02 | 28.55 | 16.17 | |
| GME-2B2026.02 | 28.03 | 14.26 | |
| Phi3-V2026.02 | 27.16 | 15.04 | |
| UGEBackbone=Qwen2.5-VL-3B2026.02 | 25.48 | 14.75 | |
| UGEBackbone=GME-2B2026.02 | 25.04 | 13.12 | |
| Qwen2.5-VL-3B2026.02 | 24.48 | 14.95 | |
| Qwen2-VL-2B2026.02 | 22.75 | 13.09 | |
| Qwen2.5-VL-7B2026.02 | 20.44 | 11.18 | |
| VLM2Vec-2B2026.02 | 18.27 | 9.01 | |
| Qwen2-VL-7B2026.02 | 16.8 | 8.45 |