Building Damage Assessment on xBD Moore Tornado (cropped building images, upscaled)
59.66Average CLIPScoreVRT-YOLOv11-VLM framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VRT-YOLOv11-VLM frameworkVLM model=Qwen3-vl:32b2026.03 | 59.66 | 68.31 | 48.41 | |
| VRT-YOLOv11-VLM frameworkVLM model=Qwen3-vl:8b2026.03 | 58.79 | 66.5 | 50.3 | |
| VRT-YOLOv11-VLM frameworkVLM model=Gemma3:27b2026.03 | 56.7 | 63.4 | 48.1 | |
| VRT-YOLOv11-VLM frameworkVLM model=Gemma3:12b2026.03 | 56.58 | 67.78 | 47.79 |