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README.md

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 # BMAT — Building Facade Material Classifier
 
-Fine-tuned from **Qwen2.5-VL-7B-Instruct** using LoRA + 4-bit QLoRA for building facade material classification from street-view imagery.
+Fine-tuned from **Qwen2.5-VL-7B-Instruct** on 39,405 manually annotated facade images.
 
 ## Training Data