3 papers
cs.CV2025
Scaling Down to Scale Up: Towards Operationally-Efficient and Deployable Clinical Models via Cross-Modal Low-Rank Adaptation for Medical Vision-Language Models
Thuraya Alzubaidi, Farhad R. Nezami, Muzammil Behzad
Foundation models trained via vision-language pretraining have demonstrated strong zero-shot capabilities across diverse image domains, yet their application to volumetric medical…
cs.LG2025
Anatomica: Localized Control over Geometric and Topological Properties for Anatomical Diffusion Models
Karim Kadry, Abdallah Abdelwahed, Shoaib Goraya +4
We present Anatomica: an inference-time framework for generating multi-class anatomical voxel maps with localized geo-topological control. During generation, we use cuboidal contro…
eess.IV2025
CardioComposer: Leveraging Differentiable Geometry for Compositional Control of Anatomical Diffusion Models
Karim Kadry, Shoaib Goraya, Ajay Manicka +4
Generative models of 3D cardiovascular anatomy can synthesize informative structures for clinical research and medical device evaluation, but face a trade-off between geometric con…