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Rethinking annotation granularity for overcoming deep shortcut learning: A retrospective study on chest radiographs


Apr 21, 2021
Luyang Luo, Hao Chen, Yongjie Xiao, Yanning Zhou, Xi Wang, Varut Vardhanabhuti, Mingxiang Wu, Pheng-Ann Heng

* 22 pages of main text, 18 pages of supplementary tables 

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Deep Semi-supervised Metric Learning with Dual Alignment for Cervical Cancer Cell Detection


Apr 07, 2021
Zhizhong Chai, Luyang Luo, Huangjing Lin, Hao Chen, Pheng-Ann Heng

* 11 pages 

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Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images


Apr 07, 2021
Yanwen Li, Luyang Luo, Huangjing Lin, Hao Chen, Pheng-Ann Heng

* 11 pages of main text, 2 pages of supplementary materials 

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OXnet: Omni-supervised Thoracic Disease Detection from Chest X-rays


Apr 07, 2021
Luyang Luo, Hao Chen, Yanning Zhou, Huangjing Lin, Pheng-Ann Pheng

* 11 pages of main text, 2 pages of supplementary materials. code will be available at https://github.com/LLYXC/OXnet 

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Deep Mining External Imperfect Data for Chest X-ray Disease Screening


Jun 06, 2020
Luyang Luo, Lequan Yu, Hao Chen, Quande Liu, Xi Wang, Jiaqi Xu, Pheng-Ann Heng

* Accepted to IEEE Transactions on Medical Imaging 

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Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model


May 15, 2020
Quande Liu, Lequan Yu, Luyang Luo, Qi Dou, Pheng Ann Heng

* IEEE Transactions on Medical Imaging, 2020 

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Unifying Structure Analysis and Surrogate-driven Function Regression for Glaucoma OCT Image Screening


Jul 26, 2019
Xi Wang, Hao Chen, Luyang Luo, An-ran Ran, Poemen P. Chan, Clement C. Tham, Carol Y. Cheung, Pheng-Ann Heng

* 9 pages, 2 figures, MICCAI2019 

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Deep Angular Embedding and Feature Correlation Attention for Breast MRI Cancer Analysis


Jun 07, 2019
Luyang Luo, Hao Chen, Xi Wang, Qi Dou, Huangjin Lin, Juan Zhou, Gongjie Li, Pheng-Ann Heng

* Accepted by MICCAI 2019 

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