Computational Methods and Clinical Applications for Spine Imaging: 5th International Workshop and Challenge, CSI 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers

Front Matter ....Pages i-x
Front Matter ....Pages 1-1
 Spinal Cord Gray Matter-White Matter Segmentation on Magnetic Resonance AMIRA Images with MD-GRU  (Antal Horváth, Charidimos Tsagkas, Simon Andermatt, Simon Pezold, Katrin Parmar, Philippe Cattin)....Pages 3-14
 Predicting Scoliosis in DXA Scans Using Intermediate Representations  (Amir Jamaludin, Timor Kadir, Emma Clark, Andrew Zisserman)....Pages 15-28
 Fast Registration of CT with Intra-operative Ultrasound Images for Spine Surgery  (Houssem-Eddine Gueziri, D. Louis Collins)....Pages 29-40
 Automated Grading of Modic Changes Using CNNs – Improving the Performance with Mixup  (Dimitrios Damopoulos, Daniel Haschtmann, Tamás F. Fekete, Guoyan Zheng)....Pages 41-52
 Error Estimation for Appearance Model Segmentation of Musculoskeletal Structures Using Multiple, Independent Sub-models  (Paul A. Bromiley, Eleni P. Kariki, Timothy F. Cootes)....Pages 53-65
 Automated Segmentation of Intervertebral Disc Using Fully Dilated Separable Deep Neural Networks  (Huan Wang, Ran Gu, Zhongyu Li)....Pages 66-76
 Intensity Standardization of Skeleton in Follow-Up Whole-Body MRI  (Jakub Ceranka, Sabrina Verga, Frédéric Lecouvet, Thierry Metens, Johan de Mey, Jef Vandemeulebroucke)....Pages 77-89
 Towards a Deformable Multi-surface Approach to Ligamentous Spine Models for Predictive Simulation-Based Scoliosis Surgery Planning  (Michel A. Audette, Jerome Schmid, Craig Goodmurphy, Michael Polanco, Sebastian Bawab, Austin Tapp et al.)....Pages 90-102
Front Matter ....Pages 103-103
 Intervertebral Disc Segmentation Using Mathematical Morphology—A CNN-Free Approach  (Edwin Carlinet, Thierry Géraud)....Pages 105-118
 Deep Learning Framework for Fully Automated Intervertebral Disc Localization and Segmentation from Multi-modality MR Images  (Yunhe Gao)....Pages 119-129
 IVD-Net: Intervertebral Disc Localization and Segmentation in MRI with a Multi-modal UNet  (Jose Dolz, Christian Desrosiers, Ismail Ben Ayed)....Pages 130-143
 Intervertebral Disc Segmentation and Localization from Multi-modality MR Images with 2.5D Multi-scale Fully Convolutional Network and Geometric Constraint Post-processing  (Chang Liu, Liang Zhao)....Pages 144-153
 Automatic Segmentation of Lumbar Spine MRI Using Ensemble of 2D Algorithms  (Nedelcho Georgiev, Asen Asenov)....Pages 154-162
 Evaluation and Comparison of Automatic Intervertebral Disc Localization and Segmentation methods with 3D Multi-modality MR Images: A Grand Challenge  (Guodong Zeng, Daniel Belavy, Shuo Li, Guoyan Zheng)....Pages 163-171
Back Matter ....Pages 173-181