Data privacy protection domain adaptation by roughing and finishing stage

• Main Authors: Yuan, Liqiang, Erdt, Marius, Li, Ruilin, Siyal, Mohammed Yakoob
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Electrical and electronic engineering; Unsupervised Domain Adaptation; Model Generalization
• Online Access: https://hdl.handle.net/10356/172253
• Institution: Nanyang Technological University

The automatic segmentation of organs or tissues is crucial for early diagnosis and treatment. Existing deep learning methods either need massive annotation data or use Unsupervised Domain Adaptation (UDA) approaches with labeled source domain data to train a model for unlabeled target domain data. T...