readme update

README.md

@@ -5,4 +5,17 @@ tags:
 - medical
 - report
 - generation
----
+---
+
+# 🏥 PathGenIC: Histopathology Image Report Generation with Multimodal In-Context Learning
+
+**PathGenIC** is a multimodal in-context learning framework designed for **automatic medical report generation from histopathology images**. It enhances traditional vision-language models by integrating:
+- **Nearest Neighbor**: Dynamically retrieves similar cases for context.  
+- **Guideline**: Follows structured diagnostic rules for consistency.  
+- **Feedback**: Learns from mistakes to refine report generation.  
+
+We fine-tuned Quilt-Llava-v1.5-7b on **HistGen** Dataset, and achieves **state-of-the-art** performance with PathGenIC in BLEU, METEOR, and ROUGE-L scores.  
+
+🔗 **[GitHub Repository](https://github.com/casperliuliuliu/PathGenIC)** | 📄 **MIDL 2025 (Under Review)**
+
+👉 Download the pretrained model and put it at the model_weight folder.