Current research
Class-incremental learning with modality-aware representation primitives for medical imaging, spanning task-conditioned CT representations, MRI pulse-sequence conditioning, retention, and forward transfer.
Research overview →I am seeking PhD opportunities and research collaborations in medical image analysis, continual and adaptive learning, multimodal healthcare AI, and reliable learning from heterogeneous clinical data.

Class-incremental learning with modality-aware representation primitives for medical imaging, spanning task-conditioned CT representations, MRI pulse-sequence conditioning, retention, and forward transfer.
Research overview →If your group works on adaptive medical AI, medical computer vision, multimodal learning, or clinically grounded machine learning, I would be glad to discuss potential research fit.
niditaroy@uvic.ca (institutional)nidita.roy1999@gmail.com (personal)