Machine Learning in Medical Imaging: 9th International Workshop, MLMI 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Proceedings

Front Matter ....Pages I-XIII
 Developing Novel Weighted Correlation Kernels for Convolutional Neural Networks to Extract Hierarchical Functional Connectivities from fMRI for Disease Diagnosis  (Biao Jie, Mingxia Liu, Chunfeng Lian, Feng Shi, Dinggang Shen)....Pages 1-9
 Robust Contextual Bandit via the Capped-\(\ell _{2}\) Norm for Mobile Health Intervention  (Feiyun Zhu, Xinliang Zhu, Sheng Wang, Jiawen Yao, Zhichun Xiao, Junzhou Huang)....Pages 10-18
 Dynamic Multi-scale CNN Forest Learning for Automatic Cervical Cancer Segmentation  (Nesrine Bnouni, Islem Rekik, Mohamed Salah Rhim, Najoua Essoukri Ben Amara)....Pages 19-27
 Multi-task Fundus Image Quality Assessment via Transfer Learning and Landmarks Detection  (Yaxin Shen, Ruogu Fang, Bin Sheng, Ling Dai, Huating Li, Jing Qin et al.)....Pages 28-36
 End-to-End Lung Nodule Detection in Computed Tomography  (Dufan Wu, Kyungsang Kim, Bin Dong, Georges El Fakhri, Quanzheng Li)....Pages 37-45
 CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement  (Youbao Tang, Jinzheng Cai, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao et al.)....Pages 46-54
 Deep Learning Based Inter-modality Image Registration Supervised by Intra-modality Similarity  (Xiaohuan Cao, Jianhuan Yang, Li Wang, Zhong Xue, Qian Wang, Dinggang Shen)....Pages 55-63
 Regional Abnormality Representation Learning in Structural MRI for AD/MCI Diagnosis  (Jun-Sik Choi, Eunho Lee, Heung-Il Suk)....Pages 64-72
 Joint Registration And Segmentation Of Xray Images Using Generative Adversarial Networks  (Dwarikanath Mahapatra, Zongyuan Ge, Suman Sedai, Rajib Chakravorty)....Pages 73-80
 SCCA-Ref: Novel Sparse Canonical Correlation Analysis with Reference to Discover Independent Spatial Associations Between White Matter Hyperintensities and Atrophy  (Gerard Sanroma, Loes Rutten-Jacobs, Valerie Lohner, Johanna Kramme, Sach Mukherjee, Martin Reuter et al.)....Pages 81-88
 Synthesizing Dynamic MRI Using Long-Term Recurrent Convolutional Networks  (Frank Preiswerk, Cheng-Chieh Cheng, Jie Luo, Bruno Madore)....Pages 89-97
 Automatically Designing CNN Architectures for Medical Image Segmentation  (Aliasghar Mortazi, Ulas Bagci)....Pages 98-106
 Rotation Invariance and Directional Sensitivity: Spherical Harmonics versus Radiomics Features  (Adrien Depeursinge, Julien Fageot, Vincent Andrearczyk, John Paul Ward, Michael Unser)....Pages 107-115
 Can Dilated Convolutions Capture Ultrasound Video Dynamics?  (Mohammad Ali Maraci, Weidi Xie, J. Alison Noble)....Pages 116-124
 Topological Correction of Infant Cortical Surfaces Using Anatomically Constrained U-Net  (Liang Sun, Daoqiang Zhang, Li Wang, Wei Shao, Zengsi Chen, Weili Lin et al.)....Pages 125-133
 Self-taught Learning with Residual Sparse Autoencoders for HEp-2 Cell Staining Pattern Recognition  (Xian-Hua Han, JiandDe Sun, Lanfen Lin, Yen-Wei Chen)....Pages 134-142
 Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-Ray Segmentation  (Cheng Chen, Qi Dou, Hao Chen, Pheng-Ann Heng)....Pages 143-151
 Brain Status Prediction with Non-negative Projective Dictionary Learning  (Mingli Zhang, Christian Desrosiers, Yuhong Guo, Caiming Zhang, Budhachandra Khundrakpam, Alan Evans)....Pages 152-160
 Classification of Pancreatic Cystic Neoplasms Based on Multimodality Images  (Weixiang Chen, Hongchen Ji, Jianjiang Feng, Rong Liu, Yi Yu, Ruiquan Zhou et al.)....Pages 161-169
 Retinal Blood Vessel Segmentation Using a Fully Convolutional Network – Transfer Learning from Patch- to Image-Level  (Taibou Birgui Sekou, Moncef Hidane, Julien Olivier, Hubert Cardot)....Pages 170-178
 Combining Deep Learning and Active Contours Opens The Way to Robust, Automated Analysis of Brain Cytoarchitectonics  (Konstantin Thierbach, Pierre-Louis Bazin, Walter de Back, Filippos Gavriilidis, Evgeniya Kirilina, Carsten Jäger et al.)....Pages 179-187
 Latent3DU-net: Multi-level Latent Shape Space Constrained 3D U-net for Automatic Segmentation of the Proximal Femur from Radial MRI of the Hip  (Guodong Zeng, Qian Wang, Till Lerch, Florian Schmaranzer, Moritz Tannast, Klaus Siebenrock et al.)....Pages 188-196
 Adversarial Image Registration with Application for MR and TRUS Image Fusion  (Pingkun Yan, Sheng Xu, Ardeshir R. Rastinehad, Brad J. Wood)....Pages 197-204
 Reproducible White Matter Tract Segmentation Using 3D U-Net on a Large-scale DTI Dataset  (Bo Li, Marius de Groot, Meike W. Vernooij, M. Arfan Ikram, Wiro J. Niessen, Esther E. Bron)....Pages 205-213
 Competition vs. Concatenation in Skip Connections of Fully Convolutional Networks  (Santiago Estrada, Sailesh Conjeti, Muneer Ahmad, Nassir Navab, Martin Reuter)....Pages 214-222
 Ensemble of Multi-sized FCNs to Improve White Matter Lesion Segmentation  (Zhewei Wang, Charles D. Smith, Jundong Liu)....Pages 223-232
 Automatic Accurate Infant Cerebellar Tissue Segmentation with Densely Connected Convolutional Network  (Jiawei Chen, Han Zhang, Dong Nie, Li Wang, Gang Li, Weili Lin et al.)....Pages 233-240
 Nuclei Detection Using Mixture Density Networks  (Navid Alemi Koohababni, Mostafa Jahanifar, Ali Gooya, Nasir Rajpoot)....Pages 241-248
 Attention-Guided Curriculum Learning for Weakly Supervised Classification and Localization of Thoracic Diseases on Chest Radiographs  (Yuxing Tang, Xiaosong Wang, Adam P. Harrison, Le Lu, Jing Xiao, Ronald M. Summers)....Pages 249-258
 Graph of Hippocampal Subfields Grading for Alzheimer’s Disease Prediction  (Kilian Hett, Vinh-Thong Ta, José V. Manjón, Pierrick Coupé)....Pages 259-266
 Deep Multiscale Convolutional Feature Learning for Weakly Supervised Localization of Chest Pathologies in X-ray Images  (Suman Sedai, Dwarikanath Mahapatra, Zongyuan Ge, Rajib Chakravorty, Rahil Garnavi)....Pages 267-275
 Combining Heterogeneously Labeled Datasets For Training Segmentation Networks  (Jana Kemnitz, Christian F. Baumgartner, Wolfgang Wirth, Felix Eckstein, Sebastian K. Eder, Ender Konukoglu)....Pages 276-284
 SoLiD: Segmentation of Clostridioides Difficile Cells in the Presence of Inhomogeneous Illumination Using a Deep Adversarial Network  (Ali Memariani, Ioannis A. Kakadiaris)....Pages 285-293
 On the Adaptability of Unsupervised CNN-Based Deformable Image Registration to Unseen Image Domains  (Enzo Ferrante, Ozan Oktay, Ben Glocker, Diego H. Milone)....Pages 294-302
 Early Diagnosis of Autism Disease by Multi-channel CNNs  (Guannan Li, Mingxia Liu, Quansen Sun, Dinggang Shen, Li Wang)....Pages 303-309
 Longitudinal and Multi-modal Data Learning via Joint Embedding and Sparse Regression for Parkinson’s Disease Diagnosis  (Haijun Lei, Zhongwei Huang, Ahmed Elazab, Hancong Li, Baiying Lei)....Pages 310-318
 Prostate Cancer Classification on VERDICT DW-MRI Using Convolutional Neural Networks  (Eleni Chiou, Francesco Giganti, Elisenda Bonet-Carne, Shonit Punwani, Iasonas Kokkinos, Eleftheria Panagiotaki)....Pages 319-327
 Detection of the Pharyngeal Phase in the Videofluoroscopic Swallowing Study Using Inflated 3D Convolutional Networks  (Jong Taek Lee, Eunhee Park)....Pages 328-336
 End-To-End Alzheimer’s Disease Diagnosis and Biomarker Identification  (Soheil Esmaeilzadeh, Dimitrios Ioannis Belivanis, Kilian M. Pohl, Ehsan Adeli)....Pages 337-345
 Small Organ Segmentation in Whole-Body MRI Using a Two-Stage FCN and Weighting Schemes  (Vanya V. Valindria, Ioannis Lavdas, Juan Cerrolaza, Eric O. Aboagye, Andrea G. Rockall, Daniel Rueckert et al.)....Pages 346-354
 Masseter Segmentation from Computed Tomography Using Feature-Enhanced Nested Residual Neural Network  (Haifang Qin, Yuru Pei, Yuke Guo, Gengyu Ma, Tianmin Xu, Hongbin Zha)....Pages 355-362
 Iterative Interaction Training for Segmentation Editing Networks  (Gustav Bredell, Christine Tanner, Ender Konukoglu)....Pages 363-370
 Temporal Consistent 2D-3D Registration of Lateral Cephalograms and Cone-Beam Computed Tomography Images  (Yungeng Zhang, Yuru Pei, Haifang Qin, Yuke Guo, Gengyu Ma, Tianmin Xu et al.)....Pages 371-379
 Computation of Total Kidney Volume from CT Images in Autosomal Dominant Polycystic Kidney Disease Using Multi-task 3D Convolutional Neural Networks  (Deepak Keshwani, Yoshiro Kitamura, Yuanzhong Li)....Pages 380-388
 Dynamic Routing on Deep Neural Network for Thoracic Disease Classification and Sensitive Area Localization  (Yan Shen, Mingchen Gao)....Pages 389-397
 Deep Learning for Fast and Spatially-Constrained Tissue Quantification from Highly-Undersampled Data in Magnetic Resonance Fingerprinting (MRF)  (Zhenghan Fang, Yong Chen, Mingxia Liu, Yiqiang Zhan, Weili Lin, Dinggang Shen)....Pages 398-405
Back Matter ....Pages 407-409