Deep Learning and Data Labeling for Medical Applications: First International Workshop, LABELS 2016, and Second International Workshop, DLMIA 2016, Held in Conjunction with MICCAI 2016, Athens, Greece, October 21, 2016, Proceedings (1st ed. 2016) (Lecture Notes in Computer Science #10008)

By: Gustavo Carneiro and Diana Mateus and Loïc Peter and Andrew Bradley and João Manuel R. S. Tavares and Vasileios Belagiannis and João Paulo Papa and Jacinto C. Nascimento and Marco Loog and Zhi Lu and Jaime S. Cardoso and Julien Cornebise

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Synopsis: This book constitutes the refereed proceedings of two workshops held at the 19th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2016, in Athens, Greece, in October 2016: the First Workshop on Large-Scale Annotation of Biomedical Data and Expert Label Synthesis, LABELS 2016, and the Second International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2016. The 28 revised regular papers presented in this book were carefully reviewed and selected from a total of 52 submissions. The 7 papers selected for LABELS deal with topics from the following fields: crowd-sourcing methods; active learning; transfer learning; semi-supervised learning; and modeling of label uncertainty.The 21 papers selected for DLMIA span a wide range of topics such as image description; medical imaging-based diagnosis; medical signal-based diagnosis; medical image reconstruction and model selection using deep learning techniques; meta-heuristic techniques for fine-tuning parameter in deep learning-based architectures; and applications based on deep learning techniques.

Book Quality:: Publisher Quality
ISBN-13:: 9783319469768
Related ISBNs:: 9783319469751
Publisher:: Springer International Publishing
Date of Addition:: 09/24/19
Copyrighted By:: Springer International Publishing, Cham
Adult content:: No
Language:: English
Has Image Descriptions:: No
Categories:: Nonfiction, Art and Architecture, Computers and Internet, Medicine
Submitted By:: Bookshare Staff
Usage Restrictions:: This is a copyrighted book.
Edited by:: Gustavo Carneiro
Edited by:: Diana Mateus
Edited by:: Loïc Peter
Edited by:: Andrew Bradley
Edited by:: João Manuel Tavares
Edited by:: Vasileios Belagiannis
Edited by:: João Paulo Papa
Edited by:: Jacinto C. Nascimento
Edited by:: Marco Loog
Edited by:: Zhi Lu
Edited by:: Jaime S. Cardoso
Edited by:: Julien Cornebise