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MixBoost: Improving the Robustness of Deep Neural Networks by Boosting Data Augmentation


Dec 08, 2022
Zhendong Liu, Wenyu Jiang, Min guo, Chongjun Wang

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* 10 pages, 7 figures 

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Style Curriculum Learning for Robust Medical Image Segmentation


Aug 01, 2021
Zhendong Liu, Van Manh, Xin Yang, Xiaoqiong Huang, Karim Lekadir, Víctor Campello, Nishant Ravikumar, Alejandro F Frangi, Dong Ni

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* Accepted by MICCAI-2021 

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Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer


Jan 11, 2021
Zhendong Liu, Xiaoqiong Huang, Xin Yang, Rui Gao, Rui Li, Yuanji Zhang, Yankai Huang, Guangquan Zhou, Yi Xiong, Alejandro F Frangi, Dong Ni

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* Accepted by IEEE ISBI 2021 

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Style-invariant Cardiac Image Segmentation with Test-time Augmentation


Sep 24, 2020
Xiaoqiong Huang, Zejian Chen, Xin Yang, Zhendong Liu, Yuxin Zou, Mingyuan Luo, Wufeng Xue, Dong Ni

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* Accepted by MICCAI STACOM 2020 

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Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer


Feb 14, 2020
Zhendong Liu, Xin Yang, Rui Gao, Shengfeng Liu, Haoran Dou, Shuangchi He, Yuhao Huang, Yankai Huang, Huanjia Luo, Yuanji Zhang, Yi Xiong, Dong Ni

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* IEEE International Symposium on Biomedical Imaging (IEEE ISBI 2020) 

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