Title
FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis Guochen Yan Luyuan Xie Xinyi Gao Wentao Zhang Qingni Shen Yuejian Fang Zhonghai Wu FedML 62 1 0 24 Dec 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 74 5 0 09 Jul 2024
MH-pFLGB: Model Heterogeneous personalized Federated Learning via Global Bypass for Medical Image Analysis Luyuan Xie Manqing Lin ChenMing Xu Tianyu Luan Zhipeng Zeng Wenjun Qian Cong Li Yuejian Fang Qingni Shen Zhonghai Wu 121 2 0 29 Jun 2024
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation Luyuan Xie Manqing Lin Siyuan Liu ChenMing Xu Tianyu Luan Cong Li Yuejian Fang Qingni Shen Zhonghai Wu 89 8 0 29 Jun 2024
MH-pFLID: Model Heterogeneous personalized Federated Learning via Injection and Distillation for Medical Data Analysis Luyuan Xie Manqing Lin Tianyu Luan Cong Li Yuejian Fang Qingni Shen Zhonghai Wu 112 10 0 10 May 2024
Federated Data Model Xiao Chen Shunan Zhang Eric Z. Chen Yikang Liu Lin Zhao Terrence Chen Shanhui Sun FedML MedIm 47 3 0 13 Mar 2024
Spectrum AUC Difference (SAUCD): Human-aligned 3D Shape Evaluation Tianyu Luan Zhong Li Lele Chen Xuan Gong Lichang Chen Yinghao Xu Junsong Yuan 104 8 0 03 Mar 2024
Benchmarking federated strategies in Peer-to-Peer Federated learning for biomedical data Jose L. Salmeron Irina Arévalo A. Ruiz-Celma OOD FedML 128 13 0 15 Feb 2024
Federated Learning via Input-Output Collaborative Distillation Xuan Gong Shanglin Li Yuxiang Bao Barry Yao Yawen Huang Ziyan Wu Baochang Zhang Yefeng Zheng David Doermann FedML 65 6 0 22 Dec 2023
pFedES: Model Heterogeneous Personalized Federated Learning with Feature Extractor Sharing Liping Yi Han Yu Gang Wang Xiaoguang Liu 87 7 0 12 Nov 2023
High Fidelity 3D Hand Shape Reconstruction via Scalable Graph Frequency Decomposition Tianyu Luan Yuanhao Zhai Jingjing Meng Zhong Li Zhaoyu Chen Yinghao Xu Junsong Yuan 3DH 72 19 0 08 Jul 2023
SHISRCNet: Super-resolution And Classification Network For Low-resolution Breast Cancer Histopathology Image Luyuan Xie Cong Li Zirui Wang Xin Zhang Boyan Chen Qingni Shen Zhonghai Wu SupR 58 11 0 25 Jun 2023
Federated Learning with Privacy-Preserving Ensemble Attention Distillation Xuan Gong Liangchen Song Rishi Vedula Abhishek Sharma Meng Zheng ... Arun Innanje Terrence Chen Junsong Yuan David Doermann Ziyan Wu FedML 71 28 0 16 Oct 2022
Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation Xuan Gong Abhishek Sharma Srikrishna Karanam Ziyan Wu Terrence Chen David Doermann Arun Innanje FedML 73 76 0 10 Sep 2022
Discriminative Kernel Convolution Network for Multi-Label Ophthalmic Disease Detection on Imbalanced Fundus Image Dataset Amit Bhati Neha Gour P. Khanna A. Ojha 46 39 0 16 Jul 2022
Personalizing Federated Medical Image Segmentation via Local Calibration Jiacheng Wang Yueming Jin Liansheng Wang FedML 75 33 0 11 Jul 2022
BlockDFL: A Blockchain-based Fully Decentralized Peer-to-Peer Federated Learning Framework Zhen Qin Xueqiang Yan Mengchu Zhou Shuiguang Deng 55 16 0 21 May 2022
CFL: Cluster Federated Learning in Large-scale Peer-to-Peer Networks Qian Chen Zilong Wang Yilin Zhou Jiawei Chen Danyang Xiao Xiaodong Lin FedML 59 6 0 08 Apr 2022
Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching Zexi Li Jiaxun Lu Shuang Luo Didi Zhu Yunfeng Shao Yinchuan Li Zhimeng Zhang Yongheng Wang Chao-Xiang Wu FedML 68 38 0 23 Mar 2022
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation An Xu Wenqi Li Pengfei Guo Dong Yang H. Roth Ali Hatamizadeh Can Zhao Daguang Xu Heng-Chiao Huang Ziyue Xu FedML 76 53 0 18 Mar 2022
Personalized Federated Learning through Local Memorization Othmane Marfoq Giovanni Neglia Laetitia Kameni Richard Vidal FedML 113 94 0 17 Nov 2021
Parameterized Knowledge Transfer for Personalized Federated Learning Jie Zhang Song Guo Xiaosong Ma Yining Qi Wencao Xu Feijie Wu 92 182 0 04 Nov 2021
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers B. Dong Wenhai Wang Deng-Ping Fan Jinpeng Li Huazhu Fu Ling Shao ViT MedIm 73 326 0 16 Aug 2021
PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos Tianyu Luan Yali Wang Junhao Zhang Zhe Wang Zhipeng Zhou Yu Qiao 3DH 75 39 0 16 Mar 2021
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 96 931 0 06 Oct 2020
Distillation-Based Semi-Supervised Federated Learning for Communication-Efficient Collaborative Training with Non-IID Private Data Sohei Itahara Takayuki Nishio Yusuke Koda M. Morikura Koji Yamamoto FedML 52 261 0 14 Aug 2020
Multi-Task Federated Learning for Personalised Deep Neural Networks in Edge Computing Jed Mills Jia Hu Geyong Min FedML 67 203 0 17 Jul 2020
Personalized Cross-Silo Federated Learning on Non-IID Data Yutao Huang Lingyang Chu Zirui Zhou Lanjun Wang Jiangchuan Liu J. Pei Yong Zhang FedML 101 611 0 07 Jul 2020
Ensemble Distillation for Robust Model Fusion in Federated Learning Tao R. Lin Lingjing Kong Sebastian U. Stich Martin Jaggi FedML 106 1,051 0 12 Jun 2020
Adaptive Personalized Federated Learning Yuyang Deng Mohammad Mahdi Kamani M. Mahdavi FedML 316 559 0 30 Mar 2020
FedCoin: A Peer-to-Peer Payment System for Federated Learning Yuan Liu Shuai Sun Zhengpeng Ai Shuangfeng Zhang Zelei Liu Han Yu FedML 79 115 0 26 Feb 2020
Three Approaches for Personalization with Applications to Federated Learning Yishay Mansour M. Mohri Jae Hun Ro A. Suresh FedML 135 579 0 25 Feb 2020
Federated Learning of a Mixture of Global and Local Models Filip Hanzely Peter Richtárik FedML 82 386 0 10 Feb 2020
Think Locally, Act Globally: Federated Learning with Local and Global Representations Paul Pu Liang Terrance Liu Liu Ziyin Nicholas B. Allen Randy P. Auerbach David Brent Ruslan Salakhutdinov Louis-Philippe Morency FedML 117 564 0 06 Jan 2020
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 122 2,650 0 11 Dec 2019
Federated Learning with Personalization Layers Manoj Ghuhan Arivazhagan V. Aggarwal Aaditya Kumar Singh Sunav Choudhary FedML 96 840 0 02 Dec 2019
FedMD: Heterogenous Federated Learning via Model Distillation Daliang Li Junpu Wang FedML 104 862 0 08 Oct 2019
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Felix Sattler K. Müller Wojciech Samek FedML 161 1,008 0 04 Oct 2019
FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare Yiqiang Chen Jindong Wang Chaohui Yu Wen Gao Xin Qin FedML 80 721 0 22 Jul 2019
Privacy-Preserving Blockchain-Based Federated Learning for IoT Devices Yang Zhao Jun Zhao Linshan Jiang Rui Tan Dusit Niyato Zengxiang Li Lingjuan Lyu Yingbo Liu 69 105 0 26 Jun 2019
BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning Abhijit Guha Roy Shayan Siddiqui Sebastian Polsterl Nassir Navab Christian Wachinger FedML OOD MedIm 72 309 0 16 May 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 140 1,331 0 01 Apr 2019
Federated Optimization in Heterogeneous Networks Tian Li Anit Kumar Sahu Manzil Zaheer Maziar Sanjabi Ameet Talwalkar Virginia Smith FedML 190 5,227 0 14 Dec 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 181 5,012 0 30 Jul 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 97 4,851 0 04 Mar 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 209 19,335 0 13 Jan 2018
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 427 26,568 0 05 Sep 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 522 10,351 0 16 Nov 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 244 10,717 0 15 Sep 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 807 36,892 0 25 Aug 2016