(IU X-rays, Reports)

(Resizing, Clean, Tensor Conversion)

➢ Image Encoder (VIT)

➢ Q-Former (BLIP-2)

➢ LLM Decoder (GPT-2)

➢ 4-bit Quantization

➢ Adapter layers for LLM (LoRA)

Training & Validation

➢ AdamW Optimizer

➢ Evaluation Metrics :

(BLEU, ROUGH, METEOR, BERT Score, ROUGH-L, CIDr)

➢ Compare with Expert Report

➢ Clinical Workflow

➢ Radiologist Use