A statistical deformation model-based data augmentation method for volumetric medical image segmentation

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Wenfeng He, Chulong Zhang, Jingjing Dai, Lin Liu, Tangsheng Wang, Xuan Liu, Yuming Jiang, Na Li, Jing Xiong, Lei Wang, Yaoqin Xie, Xiaokun Liang

Published: 2024, Last Modified: 09 Nov 2025Medical Image Anal. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A novel statistical deformation model-based data augmentation method.•Our method was validated on organs-at-risk from various body parts.•Outperform state-of-the-art performance in numerous public segmentation dataset.•Comprehensive experiments demonstrate the superior potential of our augmentation method.