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
Herausgeber: 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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- Über dieses Buch
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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.
- Inhaltsverzeichnis (44 Kapitel)
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UNet++: A Nested U-Net Architecture for Medical Image Segmentation
Seiten 3-11
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Deep Semi-supervised Segmentation with Weight-Averaged Consistency Targets
Seiten 12-19
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Handling Missing Annotations for Semantic Segmentation with Deep ConvNets
Seiten 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
Seiten 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
Seiten 38-46
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Inhaltsverzeichnis (44 Kapitel)
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Bibliografische Information
- Bibliographic Information
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- Buchtitel
- Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support
- Buchuntertitel
- 4th International Workshop, DLMIA 2018, and 8th International Workshop, ML-CDS 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings
- Herausgeber
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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
- Titel der Buchreihe
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Buchreihen Band
- 11045
- Copyright
- 2018
- Verlag
- Springer International Publishing
- Copyright Inhaber
- 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
- Auflage
- 1
- Seitenzahl
- XVII, 387
- Anzahl der Bilder
- 48 schwarz-weiß Abbildungen, 149 Abbildungen in Farbe
- Themen
