Huazhong Shu, PhD

To advance sparse-information constrained respiratory modeling toward an information-augmentation driven paradigm by incorporating data augmentation, multimodality guidance, prior-informed representation, and improved optimization pipelines.

To propose a multimodal surrogates-guided, multi-task respiratory-modeling framework for simultaneous anatomical motion reconstruction and tumor-tracking.