Patch-Based Techniques in Medical Imaging: 4th International Workshop, Patch-MI 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 20, 2018, Proceedings

✍ Scribed by Wenjia Bai, Gerard Sanroma, Guorong Wu, Brent C. Munsell, Yiqiang Zhan, Pierrick Coupé

Publisher: Springer International Publishing
Year: 2018
Tongue: English
Leaves: 147
Series: Lecture Notes in Computer Science 11075
Edition: 1st ed.
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

This book constitutes the refereed proceedings of the 4th International Workshop on Patch-Based Techniques in Medical Images, Patch-MI 2018, held in conjunction with MICCAI 2018, in Granada, Spain, in September 2018.

The 15 full papers presented were carefully reviewed and selected from 17 submissions. The papers are organized in the following topical sections: Image Denoising¸ Image Registration and Matching, Image Classification and Detection, Brain Image Analysis, and Retinal Image Analysis.

✦ Table of Contents

Front Matter ....Pages I-X
Front Matter ....Pages 1-1
Learning Real Noise for Ultra-Low Dose Lung CT Denoising (Michael Green, Edith M. Marom, Eli Konen, Nahum Kiryati, Arnaldo Mayer)....Pages 3-11
MRI Denoising Using Deep Learning (José V. Manjón, Pierrick Coupe)....Pages 12-19
MRI Denoising and Artefact Removal Using Self-Organizing Maps for Fast Global Block-Matching (Lee B. Reid, Ashley Gillman, Alex M. Pagnozzi, José V. Manjón, Jurgen Fripp)....Pages 20-27
A Monte Carlo Framework for Denoising and Missing Wedge Reconstruction in Cryo-electron Tomography (E. Moebel, C. Kervrann)....Pages 28-35
Front Matter ....Pages 37-37
Robust Supervoxel Matching Combining Mid-Level Spectral and Context-Rich Features (Florian Tilquin, Pierre-Henri Conze, Patrick Pessaux, Mathieu Lamard, Gwenolé Quellec, Vincent Noblet et al.)....Pages 39-47
Stereo Matching for Wireless Capsule Endoscopy Using Direct Attenuation Model (Min-Gyu Park, Ju Hong Yoon, Youngbae Hwang)....Pages 48-56
Front Matter ....Pages 57-57
Liver Tissue Classification Using an Auto-context-based Deep Neural Network with a Multi-phase Training Framework (Fan Zhang, Junlin Yang, Nariman Nezami, Fabian Laage-gaupp, Julius Chapiro, Ming De Lin et al.)....Pages 59-66
Using 1D Patch-Based Signatures for Efficient Cascaded Classification of Lung Nodules (Dario Augusto Borges Oliveira, Matheus Palhares Viana)....Pages 67-75
Predicting Future Bone Infiltration Patterns in Multiple Myeloma (Roxane Licandro, Johannes Hofmanninger, Marc-André Weber, Bjoern Menze, Georg Langs)....Pages 76-84
A Fast Automatic Juxta-pleural Lung Nodule Detection Framework Using Convolutional Neural Networks and Vote Algorithm (Jiaxing Tan, Yumei Huo, Zhengrong Liang, Lihong Li)....Pages 85-92
Front Matter ....Pages 93-93
LesionBrain: An Online Tool for White Matter Lesion Segmentation (Pierrick Coupé, Thomas Tourdias, Pierre Linck, José E. Romero, José V. Manjón)....Pages 95-103
Multi-atlas Parcellation in the Presence of Lesions: Application to Multiple Sclerosis (Sandra González-Villà, Yuankai Huo, Arnau Oliver, Xavier Lladó, Bennett A. Landman)....Pages 104-113
A Patch-Based Segmentation Approach with High Level Representation of the Data for Cortical Sulci Recognition (Léonie Borne, Jean-François Mangin, Denis Rivière)....Pages 114-121
Tumor Delineation for Brain Radiosurgery by a ConvNet and Non-uniform Patch Generation (Egor Krivov, Valery Kostjuchenko, Alexandra Dalechina, Boris Shirokikh, Gleb Makarchuk, Alexander Denisenko et al.)....Pages 122-129
Front Matter ....Pages 131-131
Iterative Deep Retinal Topology Extraction (Carles Ventura, Jordi Pont-Tuset, Sergi Caelles, Kevis-Kokitsi Maninis, Luc Van Gool)....Pages 133-143
Back Matter ....Pages 145-145

✦ Subjects

Computer Science; Image Processing and Computer Vision; Health Informatics; Artificial Intelligence (incl. Robotics); Information Systems and Communication Service

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