Distributed, Collaborative, and Federated Learning, and Affordable AI and Healthcare for Resource Diverse Global Health: Third MICCAI Workshop, DeCaF 2022, and Second MICCAI Workshop, FAIR 2022, Held in Conjunction with MICCAI 2022, Singapore, September 18 and 22, 2022, Proceedings (1st ed. 2022) (Lecture Notes in Computer Science #13573)

By: Shadi Albarqouni and Spyridon Bakas and Sophia Bano and M. Jorge Cardoso and Bishesh Khanal and Bennett Landman and Xiaoxiao Li and Chen Qin and Islem Rekik and Nicola Rieke and Holger Roth and Debdoot Sheet and Daguang Xu

Sign Up Now! Already a Member? Log In
You must be logged into Bookshare to access this title. Learn about membership options, or view our freely available titles.

Synopsis: This book constitutes the refereed proceedings of the Third MICCAI Workshop on Distributed, Collaborative, and Federated Learning, DeCaF 2022, and the Second MICCAI Workshop on Affordable AI and Healthcare, FAIR 2022, held in conjunction with MICCAI 2022, in Singapore in September 2022. FAIR 2022 was held as a hybrid event.DeCaF 2022 accepted 14 papers from the 18 submissions received. The workshop aims at creating a scientific discussion focusing on the comparison, evaluation, and discussion of methodological advancement and practical ideas about machine learning applied to problems where data cannot be stored in centralized databases or where information privacy is a priority. For FAIR 2022, 4 papers from 9 submissions were accepted for publication. The topics of the accepted submissions focus on deep ultrasound segmentation, portable OCT image quality enhancement, self-attention deep networks and knowledge distillation in low-regime setting.

Book Quality:: Publisher Quality
ISBN-13:: 9783031185236
Related ISBNs:: 9783031185229
Publisher:: Springer Nature Switzerland
Date of Addition:: 10/28/22
Copyrighted By:: The Editor
Adult content:: No
Language:: English
Has Image Descriptions:: No
Categories:: Nonfiction, Art and Architecture, Computers and Internet, Sociology
Submitted By:: Bookshare Staff
Usage Restrictions:: This is a copyrighted book.
Edited by:: Shadi Albarqouni
Edited by:: Spyridon Bakas
Edited by:: Sophia Bano
Edited by:: M. Jorge Cardoso
Edited by:: Bishesh Khanal
Edited by:: Bennett Landman
Edited by:: Xiaoxiao Li
Edited by:: Chen Qin
Edited by:: Islem Rekik
Edited by:: Nicola Rieke
Edited by:: Holger Roth
Edited by:: Debdoot Sheet
Edited by:: Daguang Xu