FedMedW 2023 : Workshop on Federated Learning in Medical Imaging and Vision in conjunction with International Conference on IMAGE ANALYSIS AND PROCESSING Udine
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Event Date: | September 11, 2023 - September 15, 2023 |
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Submission Deadline: | June 30, 2023 |
Notification of Acceptance: | July 30, 2023 |
Camera Ready Version Due: | August 15, 2023 |
Call for Papers |
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1st Workshop on Federated Learning in Medical Imaging and Vision Held in conjunction with the “22nd International Conference on Image Analysis and Processing (ICIAP)” - September 11-15, 2023, Udine (Italy) Web site: https://fedmedw.github.io/ About ICIAP 2023 is the 22nd edition of a biennial series of conferences by CVPL, the Italian Member Society of the International Association for Pattern Recognition (IAPR). The conference focuses on classic and recent trends in computer vision, pattern recognition, and image processing and covers theoretical and applicative aspects. The event is hosted by the University of Udine, located in the downtown center of Udine. Udine is located in Friuli Venezia Giulia region, in the North East of Italy. Udine is about 140 km from Venice and 80 km from Trieste. The 1st Workshop on Federated Learning (FL) in Medical Imaging and Vision aims to bring together researchers and practitioners with a common interest in FL for visual tasks, focusing on medical imaging, to address this research area's open questions and challenges. Topics The workshop aims to attract novel and original contributions exploring federated and collaborative learning with its challenges and peculiarities. Expected submissions should cover, but are not limited to, the following topics: Novel approaches of Federated, Distributed, and Collaborative Learning in medical imaging applications Topologies: Server-centric, peer-to-peer, cyclic, swarm learning, etc. Decentralized Learning Dealing with heterogeneous and unbalanced (non-IID) data distributions Security and privacy of FL systems Personalized FL models New Datasets for FL Optimization methods for distributed and collaborative learning Adversarial, inversion, back-dooring, and other forms of attacks on distributed and federated learning Model sharing techniques Novel applications of FL techniques: image classification, segmentation, reconstruction, regression; multi-task learning, model agnostic learning, meta-learning, unsupervised Applications of federated, distributed, and collaborative learning techniques in the medical field. Explainability and interpretability in FL Federated continual learning Asynchronous FL Important dates Paper submission deadline: June 30, 2023 Notification to authors: July 30, 2023 Camera-ready deadline: August 15, 2023 Proceedings Accepted papers will be published in Springer LNCS in a separate proceedings book. Organizers Simone Palazzo (University of Catania) Federica Proietto Salanitri (University of Catania) Matteo Pennisi (University of Catania) Chen Chen (University of Central Florida) Bruno Casella (University of Turin) Gianluca Mittone (University of Turin) |
Summary |
FedMedW 2023 : Workshop on Federated Learning in Medical Imaging and Vision in conjunction with International Conference on IMAGE ANALYSIS AND PROCESSING will take place in Udine. It’s a 5 days event starting on Sep 11, 2023 (Monday) and will be winded up on Sep 15, 2023 (Friday). FedMedW 2023 falls under the following areas: ARTIFICIAL INTELLIGENCE, FEDERATED LEARNING, MEDICAL IMAGING, etc. Submissions for this Conference can be made by Jun 30, 2023. Authors can expect the result of submission by Jul 30, 2023. Upon acceptance, authors should submit the final version of the manuscript on or before Aug 15, 2023 to the official website of the Conference. Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines. Other Details of the FedMedW 2023
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Credits and Sources |
[1] FedMedW 2023 : Workshop on Federated Learning in Medical Imaging and Vision in conjunction with International Conference on IMAGE ANALYSIS AND PROCESSING |