Publications

Whole-lesion-aware network based on freehand ultrasound video for breast cancer assessment: a prospective multicenter study

Published in Cancer Imaging, 2025

Recommended citation: Jie Han, Yuanjing Gao, Ling Huo, Dong Wang, Xiaozheng Xie, Rui Zhang, Mengsu Xiao, Nan Zhang, Meng Lei, Quanlin Wu, Lu Ma, Chao Sun, Xinyi Wang, Lei Liu, Shuzhen Cheng, Binghui Tang, Liwei Wang, Qingli Zhu, and Yong Wang. (2025). "Whole-lesion-aware network based on freehand ultrasound video for breast cancer assessment: a prospective multicenter study." Cancer Imaging. 25(1): 75.
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A domain knowledge powered hybrid regularization strategy for semi-supervised breast cancer diagnosis

Published in Expert Systems with Applications, 2024

Recommended citation: Xiaozheng Xie, Jianwei Niu, Xuefeng Liu, Yong Wang, Qingfeng Li, and Shaojie Tang. (2024). "A domain knowledge powered hybrid regularization strategy for semi-supervised breast cancer diagnosis." Expert Systems with Applications. 122897(243).
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DG-CNN: Introducing margin information into convolutional neural networks for breast cancer diagnosis in ultrasound images

Published in Journal of Computer Science and Technology, 2022

Recommended citation: Xiaozheng Xie, Jianwei Niu, Xuefeng Liu and Qingfeng Li, Yong Wang, Jie Han, and Shaojie Tang. (2022). "DG-CNN: Introducing margin information into convolutional neural networks for breast cancer diagnosis in ultrasound images." Journal of Computer Science and Technology. 37(2): 277-294.
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A survey on incorporating domain knowledge into deep learning for medical image analysis

Published in Medical Image Analysis, 2021

ESI Highly Cited Paper!!!

Recommended citation: Xiaozheng Xie, Jianwei Niu, Xuefeng Liu, Zhengsu Chen, Shaojie Tang, and Shui Yu. (2021). "A survey on incorporating domain knowledge into deep learning for medical image analysis." Medical Image Analysis. 69: 101985.
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Crowd behavior simulation with emotional contagion in unexpected multihazard situations

Published in IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021

ESI Highly Cited Paper!!!

Recommended citation: Mingliang Xu, Xiaozheng Xie, Pei Lv, Jianwei Niu, Hua Wang, Chaochao Li, Ruijie Zhu, Zhigang Deng, Bing Zhou. (2021). "Crowd behavior simulation with emotional contagion in unexpected multihazard situations." IEEE Transactions on Systems, Man, and Cybernetics: Systems. 51(3): 1567-1581.
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Keep Your Friends Close, and Your Enemies Farther: Distance-aware Voxel-wise Contrastive Learning for Semi-supervised Multi-organ Segmentation

Published in IEEE International Conference on Computer Vision, 2025

Recommended citation: Haochen Zhao, Jianwei Niu, Xuefeng Liu, Xiaozheng Xie, Hui Meng, and Yong Wang. (2025). "Keep Your Friends Close, and Your Enemies Farther: Distance-aware Voxel-wise Contrastive Learning for Semi-supervised Multi-organ Segmentation." IEEE International Conference on Computer Vision. 2025: 21832-21842.
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Guidednet: Semi-supervised multi-organ segmentation via labeled data guide unlabeled data

Published in Proceedings of the 32nd ACM International Conference on Multimedia, 2024

Recommended citation: Haochen Zhao, Hui Meng, Deqian Yang, Xiaozheng Xie, Xiaoze Wu, Qingfeng Li, and Jianwei Niu. "Guidednet: Semi-supervised multi-organ segmentation via labeled data guide unlabeled data." Proceedings of the 32nd ACM International Conference on Multimedia. 2024: 886-895.
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IMAN: An Iterative Mutual-Aid Network for Breast Lesion Segmentation on Multi-modal Ultrasound Images

Published in IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2023

Recommended citation: Xiaozheng Xie, Chen Chen, Xuefeng Liu, Yong Wang, Rui Wang, and Jianwei Niu. "IMAN: An Iterative Mutual-Aid Network for Breast Lesion Segmentation on Multi-modal Ultrasound Images." IEEE International Conference on Bioinformatics and Biomedicine (BIBM). 2023: 3954-3961.
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DK-consistency: A domain knowledge guided consistency regularization method for semi-supervised breast cancer diagnosis

Published in IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2021

Recommended citation: Xiaozheng Xie, Jianwei Niu, Xuefeng Liu, Qingfeng Li, Yong Wang, and Shaojie Tang. "DK-consistency: A domain knowledge guided consistency regularization method for semi-supervised breast cancer diagnosis." IEEE international conference on bioinformatics and biomedicine (BIBM). 2021: 3435-3442.
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Breast ultrasound image classification and segmentation using convolutional neural networks

Published in Pacific Rim Conference on Multimedia, 2018

Recommended citation: Xiaozheng Xie, Faqiang Shi, Jianwei Niu, and Xiaolan Tang. "Breast ultrasound image classification and segmentation using convolutional neural networks." Pacific rim conference on multimedia. 2018: 200-211.
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