4 papers
GLIDE-Reg: Global-to-Local Deformable Registration Using Co-Optimized Foundation and Handcrafted Features
Yunzheng Zhu, Aichi Chien, Kimaya kulkarni +5
Deformable registration is crucial in medical imaging. Several existing applications include lesion tracking, probabilistic atlas generation, and treatment response evaluation. How…
Semi-Supervised Domain Adaptation with Latent Diffusion for Pathology Image Classification
Tengyue Zhang, Ruiwen Ding, Luoting Zhuang +3
Deep learning models in computational pathology often fail to generalize across cohorts and institutions due to domain shift. Existing approaches either fail to leverage unlabeled…
Vision-Language Model-Based Semantic-Guided Imaging Biomarker for Lung Nodule Malignancy Prediction
Luoting Zhuang, Seyed Mohammad Hossein Tabatabaei, Ramin Salehi-Rad +4
Machine learning models have utilized semantic features, deep features, or both to assess lung nodule malignancy. However, their reliance on manual annotation during inference, lim…
Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data
Luoting Zhuang, Stephen H. Park, Steven J. Skates +3
Cancer evolves continuously over time through a complex interplay of genetic, epigenetic, microenvironmental, and phenotypic changes. This dynamic behavior drives uncontrolled cell…