Adaptive Dual-path Spatial-Frequency Network for medical microstructure segmentation

• Published in: Expert systems with applications Vol. 275; p. 127032
• Main Authors: Xie, Qihang, Hao, Kuangrong, Wei, Bing, Ding, He, Zhang, Yumei, Ren, Lihong, Yang, Fei
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 25.05.2025
• Subjects: Dual-path encoding; Few-shot datasets; Irregular global structures; Local morphological blurring; Microstructure medical segmentation; Multi-scale diagonal attention; Multi-scale diagonal attention; Microstructure medical segmentation; Few-shot datasets; Dual-path encoding; Local morphological blurring; Irregular global structures
• ISSN: 0957-4174
• DOI: 10.1016/j.eswa.2025.127032

Accurate segmentation of microstructures is critical in the medical field. It directly affects the accuracy of downstream tasks. However, this task faces challenges such as local morphological blurring, irregular global structures, and limited dataset resources. To address these issues, we propose a...