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

14 February 2022

Papers citing "Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning"

22 / 22 papers shown

Title
A Self-guided Multimodal Approach to Enhancing Graph Representation Learning for Alzheimer's Diseases Zhepeng Wang Runxue Bao Yawen Wu Guodong Liu Lei Yang Liang Zhan Feng Zheng Weiwen Jiang Yanfu Zhang 68 0 0 09 Dec 2024
FlexFL: Heterogeneous Federated Learning via APoZ-Guided Flexible Pruning in Uncertain Scenarios Zekai Chen Chentao Jia Ming Hu Xiaofei Xie Anran Li Mingsong Chen 29 4 0 17 Jul 2024
Interpretable Spatio-Temporal Embedding for Brain Structural-Effective Network with Ordinary Differential Equation Haoteng Tang Guodong Liu Siyuan Dai Kai Ye Kun Zhao ... Lifang He Alex Leow Paul M. Thompson Heng-Chiao Huang Liang Zhan 55 1 0 21 May 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 29 10 0 05 Mar 2024
Key Information Retrieval to Classify the Unstructured Data Content of Preferential Trade Agreements Jiahui Zhao Ziyi Meng Stepan Gordeev Zijie Pan Dongjin Song Sandro Steinbach Caiwen Ding 28 1 0 23 Jan 2024
FedRFQ: Prototype-Based Federated Learning with Reduced Redundancy, Minimal Failure, and Enhanced Quality Biwei Yan Hongliang Zhang Minghui Xu Dongxiao Yu Xiuzhen Cheng 41 5 0 15 Jan 2024
Contrastive encoder pre-training-based clustered federated learning for heterogeneous data Ye Lin Tun Minh N. H. Nguyen Chu Myaet Thwal J. Choi Choong Seon Hong FedML 24 13 0 28 Nov 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 24 2 0 14 Oct 2023
Recent Methodological Advances in Federated Learning for Healthcare Fan Zhang Daniel Kreuter Yichen Chen Sören Dittmer Samuel Tull ... James H. F. Rudd J. A. Aston Carola-Bibiane Schönlieb Nicholas S. Gleadall Michael Roberts FedML OOD 26 5 0 04 Oct 2023
LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference Hongwu Peng Ran Ran Yukui Luo Jiahui Zhao Shaoyi Huang ... Tong Geng Chenghong Wang Xiaolin Xu Wujie Wen Caiwen Ding 27 36 0 25 Sep 2023
AutoReP: Automatic ReLU Replacement for Fast Private Network Inference Hongwu Peng Shaoyi Huang Tong Zhou Yukui Luo Chenghong Wang ... Tony Geng Kaleel Mahmood Wujie Wen Xiaolin Xu Caiwen Ding OffRL 34 38 0 20 Aug 2023
PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network Deployment Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 30 8 0 27 Jun 2023
QuMoS: A Framework for Preserving Security of Quantum Machine Learning Model Zhepeng Wang Jinyang Li Zhirui Hu Blake Gage Elizabeth Iwasawa Weiwen Jiang 22 9 0 23 Apr 2023
RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference Hongwu Peng Shangli Zhou Yukui Luo Nuo Xu Shijin Duan ... Chenghong Wang Tong Geng Wujie Wen Xiaolin Xu Caiwen Ding 22 17 0 05 Feb 2023
HierarchyFL: Heterogeneous Federated Learning via Hierarchical Self-Distillation Jun Xia Y. Zhang Zhihao Yue Ming Hu Xian Wei Mingsong Chen FedML 20 1 0 05 Dec 2022
Self-supervised On-device Federated Learning from Unlabeled Streams Jiahe Shi Yawen Wu Dewen Zeng Jun Tao Jingtong Hu Yiyu Shi FedML 19 5 0 02 Dec 2022
GitFL: Adaptive Asynchronous Federated Learning using Version Control Ming Hu Zeke Xia Zhihao Yue Jun Xia Yihao Huang Yang Liu Mingsong Chen FedML 20 14 0 22 Nov 2022
Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu 18 7 0 24 Aug 2022
Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization Gelei Xu Yawen Wu Jingtong Hu Yiyu Shi FedML 27 2 0 23 Aug 2022
Distributed Contrastive Learning for Medical Image Segmentation Yawen Wu Dewen Zeng Zhepeng Wang Yiyu Shi Jingtong Hu FedML 44 48 0 07 Aug 2022
Federated Contrastive Learning for Volumetric Medical Image Segmentation Yawen Wu Dewen Zeng Zhepeng Wang Yiyu Shi Jingtong Hu FedML 27 58 0 23 Apr 2022
The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices Yi Sheng Junhuan Yang Yawen Wu Kevin Mao Yiyu Shi Jingtong Hu Weiwen Jiang Lei Yang 62 28 0 23 Feb 2022