Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
4th International Workshop, DLMIA 2018, and 8th International Workshop, ML-CDS 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings
Editors: Stoyanov, D., Taylor, Z., Carneiro, G., Syeda-Mahmood, T., Martel, A., Maier-Hein, L., Tavares, J.M.R.S., Bradley, A., Papa, J.P., Belagiannis, V., Nascimento, J.C., Lu, Z., Conjeti, S., Moradi, M., Greenspan, H., Madabhushi, A. (Eds.)
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- About this book
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This book constitutes the refereed joint proceedings of the 4th International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2018, and the 8th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2018, held in conjunction with the 21st International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2018, in Granada, Spain, in September 2018.
The 39 full papers presented at DLMIA 2018 and the 4 full papers presented at ML-CDS 2018 were carefully reviewed and selected from 85 submissions to DLMIA and 6 submissions to ML-CDS. The DLMIA papers focus on the design and use of deep learning methods in medical imaging. The ML-CDS papers discuss new techniques of multimodal mining/retrieval and their use in clinical decision support.
- Table of contents (44 chapters)
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UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Pages 3-11
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Deep Semi-supervised Segmentation with Weight-Averaged Consistency Targets
Pages 12-19
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Handling Missing Annotations for Semantic Segmentation with Deep ConvNets
Pages 20-28
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A Unified Framework Integrating Recurrent Fully-Convolutional Networks and Optical Flow for Segmentation of the Left Ventricle in Echocardiography Data
Pages 29-37
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Multi-scale Residual Network with Two Channels of Raw CT Image and Its Differential Excitation Component for Emphysema Classification
Pages 38-46
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Table of contents (44 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
- Book Subtitle
- 4th International Workshop, DLMIA 2018, and 8th International Workshop, ML-CDS 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings
- Editors
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- Danail Stoyanov
- Zeike Taylor
- Gustavo Carneiro
- Tanveer Syeda-Mahmood
- Anne Martel
- Lena Maier-Hein
- João Manuel R. S. Tavares
- Andrew Bradley
- Joao Paulo Papa
- Vasileios Belagiannis
- Jacinto C. Nascimento
- Zhi Lu
- Sailesh Conjeti
- Mehdi Moradi
- Hayit Greenspan
- Anant Madabhushi
- Series Title
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Series Volume
- 11045
- Copyright
- 2018
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer Nature Switzerland AG
- eBook ISBN
- 978-3-030-00889-5
- DOI
- 10.1007/978-3-030-00889-5
- Softcover ISBN
- 978-3-030-00888-8
- Edition Number
- 1
- Number of Pages
- XVII, 387
- Number of Illustrations
- 48 b/w illustrations, 149 illustrations in colour
- Topics
