Federated Learning for Computer Vision

24 August 2023

Hamza Kheddar

Papers citing "Federated Learning for Computer Vision"

50 / 77 papers shown

Title
Enhancing Cochlear Implant Signal Coding with Scaled Dot-Product Attention Billel Essaid Hamza Kheddar N. Batel 86 1 0 26 Apr 2025
Advanced Deep Learning and Large Language Models: Comprehensive Insights for Cancer Detection Yassine Habchi Hamza Kheddar Yassine Himeur Adel Belouchrani Erchin Serpedin Fouad Khelifi Muhammad E.H. Chowdhury LM&MA 109 0 0 30 Mar 2025
A Survey on Decentralized Federated Learning Edoardo Gabrielli Giovanni Pica Gabriele Tolomei FedML 35 26 0 08 Aug 2023
Deep Learning for Steganalysis of Diverse Data Types: A review of methods, taxonomy, challenges and future directions Hamza Kheddar Mustapha Hemis Yassine Himeur David Megías Abbes Amira AAML 67 37 0 08 Aug 2023
Novel Area-Efficient and Flexible Architectures for Optimal Ate Pairing on FPGA Oussama Azzouzi M. Anane M. Koudil M. Issad Yassine Himeur 8 6 0 08 Aug 2023
Decoding ChatGPT: A Taxonomy of Existing Research, Current Challenges, and Possible Future Directions S. Sohail Faiza Farhat Yassine Himeur Mohammad Nadeem D. Madsen Yashbir Singh Shadi Atalla W. Mansoor 52 118 0 26 Jul 2023
ECG classification using Deep CNN and Gramian Angular Field Y. Elmir Yassine Himeur Abbes Amira 98 10 0 25 Jul 2023
Improving CNN-based Person Re-identification using score Normalization Ammar Chouchane A. Ouamane Yassine Himeur W. Mansoor Shadi Atalla Afaf Benzaibak Chahrazed Boudellal 73 18 0 01 Jul 2023
Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization Hamza Kheddar Yassine Himeur S. Al-Maadeed Abbes Amira F. Bensaali 78 81 0 27 Apr 2023
Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives Hafsa Bousbiat Roumaysa Bousselidj Yassine Himeur Abbes Amira F. Bensaali F. Fadli W. Mansoor W. Elmenreich 40 9 0 17 Apr 2023
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Yuanqin He Yan Kang Xinyuan Zhao Jiahuan Luo Lixin Fan Yuxing Han Qiang Yang FedML 46 24 0 18 Aug 2022
Federated Self-supervised Learning for Video Understanding Yasar Abbas Ur Rehman Yan Gao Jiajun Shen Pedro Porto Buarque de Gusmão Nicholas D. Lane FedML 68 15 0 05 Jul 2022
Efficient Federated Learning with Spike Neural Networks for Traffic Sign Recognition Kan Xie Zhe Zhang Bo Li Jiawen Kang Dusit Niyato Shengli Xie Yi Wu 27 67 0 28 May 2022
Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging Rui Yan Liangqiong Qu Qingyue Wei Shih-Cheng Huang Liyue Shen D. Rubin Lei Xing Yuyin Zhou FedML 104 95 0 17 May 2022
Divergence-aware Federated Self-Supervised Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 79 100 0 09 Apr 2022
SPAct: Self-supervised Privacy Preservation for Action Recognition I. Dave Chong Chen M. Shah PICV 37 56 0 29 Mar 2022
Federated Cycling (FedCy): Semi-supervised Federated Learning of Surgical Phases Hasan Kassem Deepak Alapatt Pietro Mascagni AI4SafeChole Consortium Alexandros Karargyris N. Padoy FedML 53 41 0 14 Mar 2022
Privacy Leakage of Adversarial Training Models in Federated Learning Systems Jingyang Zhang Yiran Chen Hai Helen Li FedML PICV 124 16 0 21 Feb 2022
HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images Meirui Jiang Zirui Wang Qi Dou FedML 98 127 0 20 Dec 2021
Improving Performance of Federated Learning based Medical Image Analysis in Non-IID Settings using Image Augmentation Alper Cetinkaya M. Akin Ş. Sağiroğlu OOD FedML 32 17 0 12 Dec 2021
Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning Matías Mendieta Taojiannan Yang Pu Wang Minwoo Lee Zhengming Ding Chong Chen FedML 88 162 0 28 Nov 2021
Blockchain-based Recommender Systems: Applications, Challenges and Future Opportunities Yassine Himeur A. Sayed A. Alsalemi F. Bensaali Abbes Amira Iraklis Varlamis Magdalini Eirinaki Christos Sardianos G. Dimitrakopoulos 32 86 0 22 Nov 2021
FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks Chaoyang He Alay Dilipbhai Shah Zhenheng Tang Adarshan Naiynar Sivashunmugam Keerti Bhogaraju Mita Shimpi Li Shen Xiaowen Chu Mahdi Soltanolkotabi Salman Avestimehr VLM FedML 75 68 0 22 Nov 2021
FedSLD: Federated Learning with Shared Label Distribution for Medical Image Classification Jun Luo Shandong Wu OOD FedML 18 30 0 15 Oct 2021
Fast Hand Detection in Collaborative Learning Environments Sravani Teeparthi Venkatesh Jatla Marios S. Pattichis Sylvia Celedón-Pattichis Carlos A. LópezLeiva 41 8 0 13 Oct 2021
Deep Federated Learning for Autonomous Driving A. Nguyen Tuong Khanh Long Do Minh-Ngoc Tran Binh X. Nguyen C. Duong T. Phan Erman Tjiputra Quang-Dieu Tran FedML 52 111 0 12 Oct 2021
ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training Hui-Po Wang Sebastian U. Stich Yang He Mario Fritz FedML AI4CE 55 50 0 11 Oct 2021
Personalized Retrogress-Resilient Framework for Real-World Medical Federated Learning Zhen Chen Meilu Zhu Chen Yang Yixuan Yuan OOD 55 38 0 01 Oct 2021
Secure Neuroimaging Analysis using Federated Learning with Homomorphic Encryption Dimitris Stripelis Hamza Saleem Tanmay Ghai Nikhil J. Dhinagar Umang Gupta ... Greg Ver Steeg Yu Yang Muhammad Naveed Paul M. Thompson J. Ambite FedML 109 53 0 07 Aug 2021
On Addressing Heterogeneity in Federated Learning for Autonomous Vehicles Connected to a Drone Orchestrator I. Donevski J. J. Nielsen P. Popovski 54 6 0 05 Aug 2021
Federated Action Recognition on Heterogeneous Embedded Devices Pranjali Jain Shreyas Goenka S. Bagchi Biplab Banerjee Somali Chaterji FedML 58 7 0 18 Jul 2021
Anomaly Detection using Edge Computing in Video Surveillance System: Review Devashree R. Patrikar M. Parate 37 76 0 06 Jul 2021
Differentially private federated deep learning for multi-site medical image segmentation Alexander Ziller Dmitrii Usynin Nicolas W. Remerscheid Moritz Knolle Marcus R. Makowski R. Braren Daniel Rueckert Georgios Kaissis FedML 45 23 0 06 Jul 2021
Federated Learning on Non-IID Data: A Survey Hangyu Zhu Jinjin Xu Shiqing Liu Yaochu Jin OOD FedML 74 791 0 12 Jun 2021
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning Liangqiong Qu Yuyin Zhou Paul Pu Liang Yingda Xia Feifei Wang Ehsan Adeli L. Fei-Fei D. Rubin FedML AI4CE 47 181 0 10 Jun 2021
Long Term Object Detection and Tracking in Collaborative Learning Environments Sravani Teeparthi 25 3 0 02 Jun 2021
FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning Minxue Tang Xuefei Ning Yitu Wang Jingwei Sun Yu Wang H. Li Yiran Chen FedML 50 85 0 24 Mar 2021
Group Collaborative Learning for Co-Salient Object Detection Qi Fan Deng-Ping Fan Huazhu Fu Chi-Keung Tang Ling Shao Yu-Wing Tai 64 82 0 15 Mar 2021
Automated liver tissues delineation techniques: A systematic survey on machine learning current trends and future orientations Ayman Al-Kababji F. Bensaali S. Dakua Yassine Himeur 53 21 0 10 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 147 438 0 10 Mar 2021
FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation Cosmin I. Bercea Benedikt Wiestler Daniel Rueckert Shadi Albarqouni FedML OOD 73 37 0 05 Mar 2021
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Pengfei Guo Puyang Wang Jinyuan Zhou Shanshan Jiang Vishal M. Patel FedML OOD 70 145 0 03 Mar 2021
Privacy and Robustness in Federated Learning: Attacks and Defenses Lingjuan Lyu Han Yu Xingjun Ma Chen Chen Lichao Sun Jun Zhao Qiang Yang Philip S. Yu FedML 246 367 0 07 Dec 2020
BaFFLe: Backdoor detection via Feedback-based Federated Learning Sébastien Andreina G. Marson Helen Möllering Ghassan O. Karame FedML 58 138 0 04 Nov 2020
Semi-supervised Federated Learning for Activity Recognition Yuchen Zhao Hanyang Liu Honglin Li Payam Barnaghi Hamed Haddadi FedML HAI 29 73 0 02 Nov 2020
Differentially Private Secure Multi-Party Computation for Federated Learning in Financial Applications David Byrd Antigoni Polychroniadou FedML 47 156 0 12 Oct 2020
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Ming Y. Lu Dehan Kong Jana Lipkova Richard J. Chen Rajendra Singh Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood FedML MedIm 97 173 0 21 Sep 2020
Federated Learning for Breast Density Classification: A Real-World Implementation H. Roth Ken Chang Praveer Singh N. Neumark Wenqi Li ... I. Dayan R. Naidu Mona G. Flores D. Rubin Jayashree Kalpathy-Cramer OOD FedML AI4CE 53 163 0 03 Sep 2020
On the relationship between (secure) multi-party computation and (secure) federated learning Huafei Zhu 40 13 0 06 Aug 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 133 100 0 25 Jul 2020