Machine Learning in Medical Imaging: 11th International Workshop, MLMI 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4, 2020, Proceedings

Front Matter ....Pages i-xv
 Temporal-Adaptive Graph Convolutional Network for Automated Identification of Major Depressive Disorder Using Resting-State fMRI  (Dongren Yao, Jing Sui, Erkun Yang, Pew-Thian Yap, Dinggang Shen, Mingxia Liu)....Pages 1-10
 Error Attention Interactive Segmentation of Medical Image Through Matting and Fusion  (Weifeng Hu, Xiaofen Yao, Zhou Zheng, Xiaoyun Zhang, Yumin Zhong, Xiaoxia Wang et al.)....Pages 11-20
 A Novel fMRI Representation Learning Framework with GAN  (Qinglin Dong, Ning Qiang, Jinglei Lv, Xiang Li, Liang Dong, Tianming Liu et al.)....Pages 21-29
 Semi-supervised Segmentation with Self-training Based on Quality Estimation and Refinement  (Zhou Zheng, Xiaoxia Wang, Xiaoyun Zhang, Yumin Zhong, Xiaofen Yao, Ya Zhang et al.)....Pages 30-39
 3D Segmentation Networks for Excessive Numbers of Classes: Distinct Bone Segmentation in Upper Bodies  (Eva Schnider, Antal Horváth, Georg Rauter, Azhar Zam, Magdalena Müller-Gerbl, Philippe C. Cattin)....Pages 40-49
 Super Resolution of Arterial Spin Labeling MR Imaging Using Unsupervised Multi-scale Generative Adversarial Network  (Jianan Cui, Kuang Gong, Paul Han, Huafeng Liu, Quanzheng Li)....Pages 50-59
 Self-recursive Contextual Network for Unsupervised 3D Medical Image Registration  (Bo Hu, Shenglong Zhou, Zhiwei Xiong, Feng Wu)....Pages 60-69
 Automated Tumor Proportion Scoring for Assessment of PD-L1 Expression Based on Multi-Stage Ensemble Strategy  (Yuxin Kang, Hansheng Li, Xin Han, Boju Pan, Yuan Li, Yan Jin et al.)....Pages 70-79
 Uncertainty Quantification in Medical Image Segmentation with Normalizing Flows  (Raghavendra Selvan, Frederik Faye, Jon Middleton, Akshay Pai)....Pages 80-90
 Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest  (Xuan Li, Yuchen Lu, Christian Desrosiers, Xue Liu)....Pages 91-100
 A 3D+2D CNN Approach Incorporating Boundary Loss for Stroke Lesion Segmentation  (Yue Zhang, Jiong Wu, Yilong Liu, Yifan Chen, Ed X. Wu, Xiaoying Tang)....Pages 101-110
 Linking Adolescent Brain MRI to Obesity via Deep Multi-cue Regression Network  (Hao Guan, Erkun Yang, Li Wang, Pew-Thian Yap, Mingxia Liu, Dinggang Shen)....Pages 111-119
 Robust Multiple Sclerosis Lesion Inpainting with Edge Prior  (Huahong Zhang, Rohit Bakshi, Francesca Bagnato, Ipek Oguz)....Pages 120-129
 Segmentation to Label: Automatic Coronary Artery Labeling from Mask Parcellation  (Zhuowei Li, Qing Xia, Wenji Wang, Zhennan Yan, Ruohan Yin, Changjie Pan et al.)....Pages 130-138
 GSR-Net: Graph Super-Resolution Network for Predicting High-Resolution from Low-Resolution Functional Brain Connectomes  (Megi Isallari, Islem Rekik)....Pages 139-149
 Anatomy-Aware Cardiac Motion Estimation  (Pingjun Chen, Xiao Chen, Eric Z. Chen, Hanchao Yu, Terrence Chen, Shanhui Sun)....Pages 150-159
 Division and Fusion: Rethink Convolutional Kernels for 3D Medical Image Segmentation  (Xi Fang, Thomas Sanford, Baris Turkbey, Sheng Xu, Bradford J. Wood, Pingkun Yan)....Pages 160-169
 LDGAN: Longitudinal-Diagnostic Generative Adversarial Network for Disease Progression Prediction with Missing Structural MRI  (Zhenyuan Ning, Yu Zhang, Yongsheng Pan, Tao Zhong, Mingxia Liu, Dinggang Shen)....Pages 170-179
 Unsupervised MRI Homogenization: Application to Pediatric Anterior Visual Pathway Segmentation  (Carlos Tor-Diez, Antonio Reyes Porras, Roger J. Packer, Robert A. Avery, Marius George Linguraru)....Pages 180-188
 Boundary-Aware Network for Kidney Tumor Segmentation  (Shishuai Hu, Jianpeng Zhang, Yong Xia)....Pages 189-198
 O-Net: An Overall Convolutional Network for Segmentation Tasks  (Omid Haji Maghsoudi, Aimilia Gastounioti, Lauren Pantalone, Christos Davatzikos, Spyridon Bakas, Despina Kontos)....Pages 199-209
 Label-Driven Brain Deformable Registration Using Structural Similarity and Nonoverlap Constraints  (Shunbo Hu, Lintao Zhang, Yan Xu, Dinggang Shen)....Pages 210-219
 EczemaNet: Automating Detection and Severity Assessment of Atopic Dermatitis  (Kevin Pan, Guillem Hurault, Kai Arulkumaran, Hywel C. Williams, Reiko J. Tanaka)....Pages 220-230
 Deep Distance Map Regression Network with Shape-Aware Loss for Imbalanced Medical Image Segmentation  (Huiyu Li, Xiabi Liu, Said Boumaraf, Xiaopeng Gong, Donghai Liao, Xiaohong Ma)....Pages 231-240
 Joint Appearance-Feature Domain Adaptation: Application to QSM Segmentation Transfer  (Bin Xiao, Naying He, Qian Wang, Zhong Xue, Lei Chen, Fuhua Yan et al.)....Pages 241-249
 Exploring Functional Difference Between Gyri and Sulci via Region-Specific 1D Convolutional Neural Networks  (Mingxin Jiang, Shimin Yang, Jiadong Yan, Shu Zhang, Huan Liu, Lin Zhao et al.)....Pages 250-259
 Detection of Ischemic Infarct Core in Non-contrast Computed Tomography  (Maximilian Hornung, Oliver Taubmann, Hendrik Ditt, Björn Menze, Pawel Herman, Erik Fransén)....Pages 260-269
 Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers  (Jyotirmay Senapati, Abhijit Guha Roy, Sebastian Pölsterl, Daniel Gutmann, Sergios Gatidis, Christopher Schlett et al.)....Pages 270-280
 Extended Capture Range of Rigid 2D/3D Registration by Estimating Riemannian Pose Gradients  (Wenhao Gu, Cong Gao, Robert Grupp, Javad Fotouhi, Mathias Unberath)....Pages 281-291
 Structural Connectivity Enriched Functional Brain Network Using Simplex Regression with GraphNet  (Mansu Kim, Jingxaun Bao, Kefei Liu, Bo-yong Park, Hyunjin Park, Li Shen)....Pages 292-302
 Constructing High-Order Dynamic Functional Connectivity Networks from Resting-State fMRI for Brain Dementia Identification  (Chunxiang Feng, Biao Jie, Xintao Ding, Daoqiang Zhang, Mingxia Liu)....Pages 303-311
 Multi-tasking Siamese Networks for Breast Mass Detection Using Dual-View Mammogram Matching  (Yutong Yan, Pierre-Henri Conze, Mathieu Lamard, Gwenolé Quellec, Béatrice Cochener, Gouenou Coatrieux)....Pages 312-321
 3D Volume Reconstruction from Single Lateral X-Ray Image via Cross-Modal Discrete Embedding Transition  (Yikun Jiang, Peixin Li, Yungeng Zhang, Yuru Pei, Yuke Guo, Tianmin Xu et al.)....Pages 322-331
 Cleft Volume Estimation and Maxilla Completion Using Cascaded Deep Neural Networks  (Yungeng Zhang, Yuru Pei, Yuke Guo, Si Chen, Tianmin Xu, Hongbin Zha)....Pages 332-341
 A Deep Network for Joint Registration and Reconstruction of Images with Pathologies  (Xu Han, Zhengyang Shen, Zhenlin Xu, Spyridon Bakas, Hamed Akbari, Michel Bilello et al.)....Pages 342-352
 Learning Conditional Deformable Shape Templates for Brain Anatomy  (Evan M. Yu, Adrian V. Dalca, Mert R. Sabuncu)....Pages 353-362
 Demographic-Guided Attention in Recurrent Neural Networks for Modeling Neuropathophysiological Heterogeneity  (Nicha C. Dvornek, Xiaoxiao Li, Juntang Zhuang, Pamela Ventola, James S. Duncan)....Pages 363-372
 Unsupervised Learning for Spherical Surface Registration  (Fenqiang Zhao, Zhengwang Wu, Li Wang, Weili Lin, Shunren Xia, Dinggang Shen et al.)....Pages 373-383
 Anatomy-Guided Convolutional Neural Network for Motion Correction in Fetal Brain MRI  (Yuchen Pei, Lisheng Wang, Fenqiang Zhao, Tao Zhong, Lufan Liao, Dinggang Shen et al.)....Pages 384-393
 Gyral Growth Patterns of Macaque Brains Revealed by Scattered Orthogonal Nonnegative Matrix Factorization  (Songyao Zhang, Lei Du, Jinglei Lv, Zhibin He, Xi Jiang, Lei Guo et al.)....Pages 394-403
 Inhomogeneity Correction in Magnetic Resonance Images Using Deep Image Priors  (Shuo Han, Jerry L. Prince, Aaron Carass)....Pages 404-413
 Hierarchical and Robust Pathology Image Reading for High-Throughput Cervical Abnormality Screening  (Ming Zhou, Lichi Zhang, Xiaping Du, Xi Ouyang, Xin Zhang, Qijia Shen et al.)....Pages 414-422
 Importance Driven Continual Learning for Segmentation Across Domains  (Sinan Özgün, Anne-Marie Rickmann, Abhijit Guha Roy, Christian Wachinger)....Pages 423-433
 RDCNet: Instance Segmentation with a Minimalist Recurrent Residual Network  (Raphael Ortiz, Gustavo de Medeiros, Antoine H. F. M. Peters, Prisca Liberali, Markus Rempfler)....Pages 434-443
 Automatic Segmentation of Achilles Tendon Tissues Using Deep Convolutional Neural Network  (Tariq Alzyadat, Stephan Praet, Girija Chetty, Roland Goecke, David Hughes, Dinesh Kumar et al.)....Pages 444-454
 An End to End System for Measuring Axon Growth  (Zewen Liu, Timothy Cootes, Christoph Ballestrem)....Pages 455-464
 Interwound Structural and Functional Difference Between Preterm and Term Infant Brains Revealed by Multi-view CCA  (Zhibin He, Shu Zhang, Songyao Zhang, Yin Zhang, Xintao Hu, Xi Jiang et al.)....Pages 465-473
 Graph Convolutional Network Based Point Cloud for Head and Neck Vessel Labeling  (Linlin Yao, Pengbo Jiang, Zhong Xue, Yiqiang Zhan, Dijia Wu, Lichi Zhang et al.)....Pages 474-483
 Unsupervised Learning-Based Nonrigid Registration of High Resolution Histology Images  (Marek Wodzinski, Henning Müller)....Pages 484-493
 Additive Angular Margin for Few Shot Learning to Classify Clinical Endoscopy Images  (Sharib Ali, Binod Bhattarai, Tae-Kyun Kim, Jens Rittscher)....Pages 494-503
 Extracting and Leveraging Nodule Features with Lung Inpainting for Local Feature Augmentation  (Sebastian Gündel, Arnaud A. A. Setio, Sasa Grbic, Andreas Maier, Dorin Comaniciu)....Pages 504-512
 Gambling Adversarial Nets for Hard Sample Mining and Structured Prediction: Application in Ultrasound Thyroid Nodule Segmentation  (Masoumeh Bakhtiariziabari, Mohsen Ghafoorian)....Pages 513-522
 Mammographic Image Conversion Between Source and Target Acquisition Systems Using cGAN  (Zahra Ghanian, Andreu Badal, Kenny Cha, Mohammad Mehdi Farhangi, Nicholas Petrick, Berkman Sahiner)....Pages 523-531
 An End-to-End Learnable Flow Regularized Model for Brain Tumor Segmentation  (Yan Shen, Zhanghexuan Ji, Mingchen Gao)....Pages 532-541
 Neural Architecture Search for Microscopy Cell Segmentation  (Yanming Zhu, Erik Meijering)....Pages 542-551
 Classification of Ulcerative Colitis Severity in Colonoscopy Videos Using Vascular Pattern Detection  (Md Farhad Mokter, JungHwan Oh, Wallapak Tavanapong, Johnny Wong, Piet C. de Groen)....Pages 552-562
 Predicting Catheter Ablation Outcomes with Pre-ablation Heart Rhythm Data: Less Is More  (Lisa Y. W. Tang, Kendall Ho, Roger C. Tam, Nathaniel M. Hawkins, Michael Lim, Jason G. Andrade)....Pages 563-571
 AdaBoosted Deep Ensembles: Getting Maximum Performance Out of Small Training Datasets  (Syed M. S. Reza, John A. Butman, Deric M. Park, Dzung L. Pham, Snehashis Roy)....Pages 572-582
 Cross-Task Representation Learning for Anatomical Landmark Detection  (Zeyu Fu, Jianbo Jiao, Michael Suttie, J. Alison Noble)....Pages 583-592
 Cycle Ynet: Semi-supervised Tracking of 3D Anatomical Landmarks  (Jianzhe Lin, Yue Zhang, Abdoul-aziz Amadou, Ingmar Voigt, Tommaso Mansi, Rui Liao)....Pages 593-602
 Learning Hierarchical Semantic Correspondence and Gland Instance Segmentation  (Pei Wang, Albert C. S. Chung)....Pages 603-613
 Open-Set Recognition for Skin Lesions Using Dermoscopic Images  (Pranav Budhwant, Sumeet Shinde, Madhura Ingalhalikar)....Pages 614-623
 End-to-End Coordinate Regression Model with Attention-Guided Mechanism for Landmark Localization in 3D Medical Images  (Jupeng Li, Yinghui Wang, Junbo Mao, Gang Li, Ruohan Ma)....Pages 624-633
 Enhanced MRI Reconstruction Network Using Neural Architecture Search  (Qiaoying Huang, Dong yang, Yikun Xian, Pengxiang Wu, Jingru Yi, Hui Qu et al.)....Pages 634-643
 Learning Invariant Feature Representation to Improve Generalization Across Chest X-Ray Datasets  (Sandesh Ghimire, Satyananda Kashyap, Joy T. Wu, Alexandros Karargyris, Mehdi Moradi)....Pages 644-653
 Noise-Aware Standard-Dose PET Reconstruction Using General and Adaptive Robust Loss  (Lei Xiang, Long Wang, Enhao Gong, Greg Zaharchuk, Tao Zhang)....Pages 654-662
 Semi-supervised Transfer Learning for Infant Cerebellum Tissue Segmentation  (Yue Sun, Kun Gao, Sijie Niu, Weili Lin, Gang Li, Li Wang et al.)....Pages 663-673
 Informative Feature-Guided Siamese Network for Early Diagnosis of Autism  (Kun Gao, Yue Sun, Sijie Niu, Li Wang)....Pages 674-682
Back Matter ....Pages 683-686