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FedCoCo: A Memory Efficient Federated Self-supervised Framework for On-Device Visual Representation Learning


Dec 02, 2022
Jiahe Shi, Yawen Wu, Dewen Zeng, Jingtong Hu, Yiyu Shi

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Enabling Weakly-Supervised Temporal Action Localization from On-Device Learning of the Video Stream


Aug 25, 2022
Yue Tang, Yawen Wu, Peipei Zhou, Jingtong Hu

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* Manuscript received April 07, 2022; revised June 11, 2022; accepted July 05, 2022. This article was presented in the International Conference on 2022 and appears as part of the ESWEEK-TCAD special issue 

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Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis


Aug 24, 2022
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yi Sheng, Lei Yang, Alaina J. James, Yiyu Shi, Jingtong Hu

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* arXiv admin note: substantial text overlap with arXiv:2202.07470 

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Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization


Aug 23, 2022
Gelei Xu, Yawen Wu, Jingtong Hu, Yiyu Shi

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* 8 pages, 2 figures 

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Distributed Contrastive Learning for Medical Image Segmentation


Aug 07, 2022
Yawen Wu, Dewen Zeng, Zhepeng Wang, Yiyu Shi, Jingtong Hu

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* arXiv admin note: substantial text overlap with arXiv:2204.10983 

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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

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* 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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The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices


Feb 23, 2022
Yi Sheng, Junhuan Yang, Yawen Wu, Kevin Mao, Yiyu Shi, Jingtong Hu, Weiwen Jiang, Lei Yang

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* Accepted by DAC'22 

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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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