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Damage Assessment on xBD Matthew Hurricane upscaled full images v1.0

62.42Average CLIPScoreVRT-YOLOv11-VLM framework
56.845658.292859.7461.1872Mar 24, 2026

Evaluation results

MethodLinks
VRT-YOLOv11-VLM frameworkVLM model=Qwen3-vl:32b2026.0362.4281.0450.18
VRT-YOLOv11-VLM frameworkVLM model=Qwen3-vl:8b2026.0362.1777.5651.6
VRT-YOLOv11-VLM frameworkVLM model=Gemma3:27b2026.0358.1867.7247.19
VRT-YOLOv11-VLM frameworkVLM model=Gemma3:12b2026.0357.0667.9644.82