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Federated Contrastive Learning for Volumetric Medical Image Segmentation


Apr 23, 2022
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yiyu Shi, Jingtong Hu

* International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2021 

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FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis


Mar 04, 2022
Yawen Wu, Dewen Zeng, Xiaowei Xu, Yiyu Shi, Jingtong Hu


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Learn by Challenging Yourself: Contrastive Visual Representation Learning with Hard Sample Generation


Feb 14, 2022
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu


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Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning


Feb 14, 2022
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yi Sheng, Lei Yang, Alaina J. James, Yiyu Shi, Jingtong Hu


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Distributed Unsupervised Visual Representation Learning with Fused Features


Nov 21, 2021
Yawen Wu, Zhepeng Wang, Dewen Zeng, Meng Li, Yiyu Shi, Jingtong Hu


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Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation


Sep 28, 2021
Xinrong Hu, Dewen Zeng, Xiaowei Xu, Yiyu Shi

* 9 pages, accepted to MICCAI 2021 

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Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-Rays


Sep 16, 2021
Dewen Zeng, John N. Kheir, Peng Zeng, Yiyu Shi

* 7 pages, submitted to ICCAD'21 special session 

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Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography


Sep 14, 2021
Dewen Zeng, Yukun Ding, Haiyun Yuan, Meiping Huang, Xiaowei Xu, Jian Zhuang, Jingtong Hu, Yiyu Shi

* 4 pages, DAC'21 invited paper 

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Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography


Jun 29, 2021
Dewen Zeng, Mingqi Li, Yukun Ding, Xiaowei Xu, Qiu Xie, Ruixue Xu, Hongwen Fei, Meiping Huang, Jian Zhuang, Yiyu Shi

* 12 pages 

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Positional Contrastive Learning for Volumetric Medical Image Segmentation


Jun 18, 2021
Dewen Zeng, Yawen Wu, Xinrong Hu, Xiaowei Xu, Haiyun Yuan, Meiping Huang, Jian Zhuang, Jingtong Hu, Yiyu Shi

* 8 pages, conference 

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Enabling On-Device Self-Supervised Contrastive Learning With Selective Data Contrast


Jun 07, 2021
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu


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Myocardial Segmentation of Cardiac MRI Sequences with Temporal Consistency for Coronary Artery Disease Diagnosis


Dec 29, 2020
Yutian Chen, Xiaowei Xu, Dewen Zeng, Yiyu Shi, Haiyun Yuan, Jian Zhuang, Yuhao Dong, Qianjun Jia, Meiping Huang

* 9 pages, 9 figures 

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Towards Cardiac Intervention Assistance: Hardware-aware Neural Architecture Exploration for Real-Time 3D Cardiac Cine MRI Segmentation


Aug 17, 2020
Dewen Zeng, Weiwen Jiang, Tianchen Wang, Xiaowei Xu, Haiyun Yuan, Meiping Huang, Jian Zhuang, Jingtong Hu, Yiyu Shi

* 8 pages, conference 

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Accurate Congenital Heart Disease Model Generation for 3D Printing


Jul 12, 2019
Xiaowei Xu, Tianchen Wang, Dewen Zeng, Yiyu Shi, Qianjun Jia, Haiyun Yuan, Meiping Huang, Jian Zhuang

* 6 figures, 2 tables, accepted by the IEEE International Workshop on Signal Processing Systems 

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Accurate Congenital Heart Disease ModelGeneration for 3D Printing


Jul 06, 2019
Xiaowei Xu, Tianchen Wang, Dewen Zeng, Yiyu Shi, Qianjun Jia, Haiyun Yuan, Meiping Huang, Jian Zhuang

* 6 figures, 2 tables, accepted by the IEEE International Workshop on Signal Processing Systems 

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