Update README.md

README.md

@@ -42,6 +42,24 @@ Detect AI-generated images in:
 - **Data bias:** Trained primarily on LAION and COCO derivatives ([source][2411.04125v1.pdf])
 - **ADDED BY UPLOADER**: Model is already out of date, fails to detect images on newer generation models. 
 
+## Compatibility Notice  
+This repository contains a **Hugging Face transformers-compatible convert** for the original detection methodology from:  
+
+**Original Work**  
+"Community Forensics: Using Thousands of Generators to Train Fake Image Detectors"  
+[arXiv:2411.04125](https://arxiv.org/abs/2411.04125v1) {{Citation from <source_id>2411.04125v1.pdf}}  
+
+**Our Contributions**  (Coming soon)
+⎯ Conversion of original weights to HF format  
+⎯ Added PyTorch inference pipeline  
+⎯ Standardized model card documentation  
+
+**No Training Performed**  
+⎯ Initial model weights sourced from paper authors  
+⎯ No architectural changes or fine-tuning applied  
+
+**Verify Original Performance**  
+Please refer to Table 3 in <source_id data="2411.04125v1.pdf" /> for baseline metrics.
 
 ## How to Use