Interpretable and Annotation-Efficient Learning for Medical Image Computing: Third International Workshop, Imimic 2020, Second International Workshop, ... October 4–8, 2020, Proceedings: 12446 - Brossura

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ISBN 10: 3030611655 ISBN 13: 9783030611651

Casa editrice: Springer, 2020

Riassunto

This book constitutes the refereed joint proceedings of the Third International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, iMIMIC 2020, the Second International Workshop on Medical Image Learning with Less Labels and Imperfect Data, MIL3ID 2020, and the 5th International Workshop on Large-scale Annotation of Biomedical data and Expert Label Synthesis, LABELS 2020, held in conjunction with the 23rd International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2020, in Lima, Peru, in October 2020.

The 8 full papers presented at iMIMIC 2020, 11 full papers to MIL3ID 2020, and the 10 full papers presented at LABELS 2020 were carefully reviewed and selected from 16 submissions to iMIMIC, 28 to MIL3ID, and 12 submissions to LABELS. The iMIMIC papers focus on introducing the challenges and opportunities related to the topic of interpretability of machine learning systems in the context of medical imaging and computer assisted intervention. MIL3ID deals with best practices in medical image learning with label scarcity and data imperfection. The LABELS papers present a variety of approaches for dealing with a limited number of labels, from semi-supervised learning to crowdsourcing.

Dettagli dell'edizione

• Editore: Springer
• Data di pubblicazione: 2020
• Lingua: Inglese
• ISBN 10: 3030611655
• ISBN 13: 9783030611651
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 316
• Redattore: Cardoso Jaime, Van Nguyen Hien, Heller Nicholas, Henriques Abreu Pedro, Isgum Ivana, Silva Wilson, Cruz Ricardo, Pereira Amorim Jose, Patel Vishal
• Contatto del produttore: Springer Nature Customer Service Center GmbH; ProductSafety@springernature.com; ; Europaplatz 3,69115 Heidelberg, Germany; Heidelberg; 69115; Germania