Deep learning architectures for multilabel image segmentation
Weakly supervised learning for image segmentation and object detection
Medical image classification and modeling for computer-aided diagnosis
Biomarker estimation from medical imaging

Old stuff: I was interested in shape prior segmentation -this was before the DL tsunami hit (me at least).