3 papers
cs.CV2026
BrainNorm: A Foundation Model that knows Normal via Semantic Atlas Pretraining
Madhumitha Venkatesh, Shanawaj S Madarkar, Konda Reddy Mopuri
We introduce BrainNorm, a normative foundation model, trained and tested on ~66,000 T1-weighted structural MRI (T1w sMRI) scans. By leveraging language-image style contrastive pret…
cs.CV2026
Parcel2Progression: An Anatomy-aware Longitudinal Framework for Alzheimer's Disease Diagnosis
Madhumitha Venkatesh, Shanawaj S Madarkar, Konda Reddy Mopuri
Alzheimer's disease (AD) progression is a longitudinal process with subtle pathological cues in the early stages. Yet, computational constraints have limited most neuroimaging mode…
eess.IV2025
DermaCon-IN: A Multi-concept Annotated Dermatological Image Dataset of Indian Skin Disorders for Clinical AI Research
Shanawaj S Madarkar, Mahajabeen Madarkar, Madhumitha Venkatesh +9
Artificial intelligence is poised to augment dermatological care by enabling scalable image-based diagnostics. Yet, the development of robust and equitable models remains hindered…