Bingsheng Huang

Integrating with Segmentation by Using Multi-Task Learning Improves Classification Performance in Medical Image Analysis

2022

Diagnosis of tumors is an important direction of computer-aided diagnosis (CAD). The shape, size, and boundary of the tumor are widely-used diagnostic evidence, and the corresponding segmentation annotated by the radiologists is a vital expert …

Noninvasive Identification of Breast Cancer HER2 Status by Deep Learning on Multiparametric MRI Images

2024 · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition

Motivation: Multiparametric magnetic resonance imaging (mpMRI) offers valuable insights for predicting HER2 expression. However, when fusing mpMRI features, redundancy or wastage of information may impact model performance. Goal(s): Our aim was to construct an effective …