Joint few-shot registration and segmentation self-training of 3D medical images

• Published in: Biomedical signal processing and control Vol. 80; p. 104294
• Main Authors: Shi, Huabang, Lu, Liyun, Yin, Mengxiao, Zhong, Cheng, Yang, Feng
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2023
• Subjects: Few-shot; Image registration; Image segmentation; Pseudo-labels; Self-training; Image registration; Image segmentation; Self-training; Few-shot; Pseudo-labels

•Joint registration and segmentation self-training framework for few-shot scenario.•Weakly supervised registration and semi-supervised segmentation complement each other.•Quality-assessed and screened pseudo-labels ensure a benign dual-task self-training.•Outperforms fully supervised single-task mod...