Building Damage Assessment on xBD Hurricane Matthew (cropped building images, upscaled)
58.11Average CLIPScoreVRT-YOLOv11-VLM framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VRT-YOLOv11-VLM frameworkVLM model=Qwen3-vl:32b2026.03 | 58.11 | 67.3 | 44.45 | |
| VRT-YOLOv11-VLM frameworkVLM model=Qwen3-vl:8b2026.03 | 58.08 | 66.38 | 42.78 | |
| VRT-YOLOv11-VLM frameworkVLM model=Gemma3:12b2026.03 | 56.56 | 70.24 | 42.14 | |
| VRT-YOLOv11-VLM frameworkVLM model=Gemma3:27b2026.03 | 55.03 | 62.44 | 42.94 |