BibTeX @InProceedings{pmlr-v259-sharma25a, title = {MAIRA-Seg: Enhancing Radiology Report Generation with Segmentation-Aware Multimodal Large Language Models}, author = {Sharma, Harshita and Salvatelli, Valentina and Srivastav, Shaury and Bouzid, Kenza and Bannur, Shruthi and Castro, Daniel C. and Ilse, Maximilian and Bond-Taylor, Sam and Prasanna Ranjit, Mercy and Falck, Fabian and P{\'{e}}rez-Garc{\'{i}}a, Fernando and Schwaighofer, Anton and Richardson, Hannah and Wetscherek, Maria and Hyland, Stephanie and Alvarez-Valle, Javier}, booktitle = {Proceedings of the 4th Machine Learning for Health Symposium}, pages = {941--960}, year = {2025}, editor = {Hegselmann, Stefan and Zhou, Helen and Healey, Elizabeth and Chang, Trenton and Ellington, Caleb and Mhasawade, Vishwali and Tonekaboni, Sana and Argaw, Peniel and Zhang, Haoran}, volume = {259}, series = {Proceedings of Machine Learning Research}, month = {15--16 Dec}, publisher = {PMLR}, url = {https://proceedings.
BibTeX @article{perezgarcia2025exploring, title={Exploring scalable medical image encoders beyond text supervision}, author={P{\'e}rez-Garc{\'i}a, Fernando and Sharma, Harshita and Bond-Taylor, Sam and Bouzid, Kenza and Salvatelli, Valentina and Ilse, Maximilian and Bannur, Shruthi and Castro, Daniel C. and Schwaighofer, Anton and Lungren, Matthew P. and Wetscherek, Maria Teodora and Codella, Noel and Hyland, Stephanie L. and Alvarez-Valle, Javier and Oktay, Ozan}, journal={Nature Machine Intelligence}, volume={7}, number={1}, pages={119--130}, year={2025}, doi={10.1038/s42256-024-00965-w}, url={https://www.nature.com/articles/s42256-024-00965-w} }
BibTex @misc{pérezgarcía2024raddino, title={RAD-DINO: Exploring Scalable Medical Image Encoders Beyond Text Supervision}, author={Fernando Pérez-García and Harshita Sharma and Sam Bond-Taylor and Kenza Bouzid and Valentina Salvatelli and Maximilian Ilse and Shruthi Bannur and Daniel C. Castro and Anton Schwaighofer and Matthew P. Lungren and Maria Wetscherek and Noel Codella and Stephanie L. Hyland and Javier Alvarez-Valle and Ozan Oktay}, year={2024}, eprint={2401.10815}, archivePrefix={arXiv}, primaryClass={cs.CV} }