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Author

Zhao-Lin Chen

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Oct 2026

Topology-Aware Co-Domain Learning for Ultra-Low-Field MRI Enhancement.

Ultra-low-field (ULF) MRI offers a cost effective and portable imaging alternative for High-Field (HF) MR imaging, but remains limited by its low signal to-noise ratio (SNR) and compressed contrast resolution. Existing enhancement methods have shown promising improvements yet often fail to recover fine anatomical detai...

Sanuwani Dayarathna, Himashi Peiris, Kh Tohidul Islam et al. · 0 citations
Aug 2026

Segmentation-synthesis co-training for semi-supervised domain generalizable medical image segmentation

ReMatch is introduced, a segmentation-synthesis co-training framework for semi-supervised domain generalization in medical image segmentation that Synthesizes unlabeled images with both high semantic consistency and style diversity by leveraging Texture and Shape features derived from the segmentation process.

Zhi-Qiang Shen, Qing-Shan Hou, Peng Cao et al. · 0 citations

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