readme with image

README.md

@@ -1,3 +1,52 @@
 ---
-license: cc-by-nc-4.0
+language:
+- en
+license: cc-by-nc-nd-4.0
+tags:
+- ecg
+- student-teacher
+- echocardiograms
+- medical
+pipeline_tag: other
 ---
+
+# ProbMED: A Probabilistic Framework for Medical Multimodal Binding (ICCV 2025)
+Probabilistic Modality-Enhanced Diagnosis (ProbMED), a multi-modal Med-VLPM that employs probabilistic contrastive learning to model distributions over embeddings rather than fixed-point, deterministic estimates. ProbMED aligns four distinct modalities—chest X-rays, electrocardiograms, echocardiograms, and clinical text—into a unified probabilistic embedding space.
+
+<p align="center">
+  <img src="assets/github_highlevel.png" width="40%">
+</p>
+
+
+## Installation
+Clone the GitHub repository and install dependencies, instructions are found in the repo:
+```bash
+git clone [email protected]:mcintoshML/probMED.git
+cd probMED
+pip install -r requirements.txt
+```
+
+## Full Code Release
+The model weights and inference is available with this code base. 
+
+**We plan to release the full training and evaluation codebase upon the clinical journal submission to facilitate reproducibility, please stay tuned!**
+
+## License
+This work is licensed under the **Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND 4.0)**.
+
+You may share this work for non-commercial purposes, with proper attribution, but you may not modify it or use it commercially.
+
+[![Creative Commons License](https://i.creativecommons.org/l/by-nc-nd/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-nd/4.0/)
+
+[View Full License Details](https://creativecommons.org/licenses/by-nc-nd/4.0/)
+
+## Citation
+If you use ProbMED in your research (ICCV 2025), please cite:
+```
+@article{gao2025probmed,
+  title={ProbMed: A Probabilistic Framework for Medical Multimodal Binding},
+  author={Gao, Yuan and Kim, Sangwook and You, Jianzhong and McIntosh, Chris},
+  journal={arXiv preprint arXiv:2509.25711},
+  year={2025}
+}
+```