Abstract is missing.
- Preface1-3 [doi]
- AnatomyGen: Deep Anatomy Generation From Dense Representation With Applications in Mandible SynthesisAmir H. Abdi, Heather Borgard, Purang Abolmaesumi, Sidney Fels. 4-14 [doi]
- Exploring local rotation invariance in 3D CNNs with steerable filtersVincent Andrearczyk, Julien Fageot, Valentin Oreiller, Xavier Montet, Adrien Depeursinge. 15-26 [doi]
- On the Spatial and Temporal Influence for the Reconstruction of Magnetic Resonance FingerprintingFabian Balsiger, Olivier Scheidegger, Pierre G. Carlier, Benjamin Marty, Mauricio Reyes 0001. 27-38 [doi]
- Image Synthesis with a Convolutional Capsule Generative Adversarial NetworkCher Bass, Tianhong Dai, Benjamin Billot, Kai Arulkumaran, Antonia Creswell, Claudia Clopath, Vincenzo De Paola, Anil Anthony Bharath. 39-62 [doi]
- Fusing Unsupervised and Supervised Deep Learning for White Matter Lesion SegmentationChristoph Baur, Benedikt Wiestler, Shadi Albarqouni, Nassir Navab. 63-72 [doi]
- Learning interpretable multi-modal features for alignment with supervised iterative descentMax Blendowski, Mattias P. Heinrich. 73-83 [doi]
- Learning from sparsely annotated data for semantic segmentation in histopathology imagesJohn-Melle Bokhorst, Hans Pinckaers, Peter van Zwam, Iris Nagtegaal, Jeroen van der Laak, Francesco Ciompi. 84-91 [doi]
- Segmenting Potentially Cancerous Areas in Prostate Biopsies using Semi-Automatically Annotated DataNikolay Burlutskiy, Nicolas Pinchaud, Feng Gu, Daniel Hägg, Mats Andersson, Lars Björk, Kristian Eurén, Cristina Svensson, Lena Kajland Wilén, Martin Hedlund. 92-108 [doi]
- Deep Hierarchical Multi-label Classification of Chest X-ray ImagesHaomin Chen, Shun Miao, Daguang Xu, Gregory D. Hager, Adam P. Harrison. 109-120 [doi]
- Digitally Stained Confocal Microscopy through Deep LearningMarc Combalia, Javiera Pérez-Anker, Adriana García-Herrera, Llúcia Alos, Verónica Vilaplana, Ferran Marqués, Susana Puig, Josep Malvehy. 121-129 [doi]
- Deep Reinforcement Learning for Subpixel Neural TrackingTianhong Dai, Magda Dubois, Kai Arulkumaran, Jonathan Campbell, Cher Bass, Benjamin Billot, Fatmatülzehra Uslu, Vincenzo De Paola, Claudia Clopath, Anil Anthony Bharath. 130-150 [doi]
- Stain-Transforming Cycle-Consistent Generative Adversarial Networks for Improved Segmentation of Renal HistopathologyThomas de Bel, Meyke Hermsen, Jesper Kers, Jeroen van der Laak, Geert J. S. Litjens. 151-163 [doi]
- Learning joint lesion and tissue segmentation from task-specific hetero-modal datasetsReuben Dorent, Wenqi Li, Jinendra Ekanayake, Sébastien Ourselin, Tom Vercauteren. 164-174 [doi]
- Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated AnnotationsMichael Gadermayr, Laxmi Gupta, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof. 175-184 [doi]
- Transfer Learning by Adaptive Merging of Multiple ModelsRobin Geyer, Luca Corinzia, Viktor Wegmayr. 185-196 [doi]
- Assessing Knee OA Severity with CNN attention-based end-to-end architecturesMarc Górriz, Joseph Antony, Kevin McGuinness, Xavier Giró i Nieto, Noel E. O'Connor. 197-214 [doi]
- Iterative learning to make the most of unlabeled and quickly obtained labeled data in histologyLaxmi Gupta, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof, Michael Gadermayr. 215-224 [doi]
- Generative Image Translation for Data Augmentation of Bone Lesion PathologyAnant Gupta, Srivas Venkatesh, Sumit Chopra, Christian Ledig. 225-235 [doi]
- Cluster Analysis in Latent Space: Identifying Personalized Aortic Valve Prosthesis Shapes using Deep RepresentationsJannis Hagenah, Kenneth Kühl, Michael Scharfschwerdt, Floris Ernst. 236-249 [doi]
- Sparse Structured Prediction for Semantic Edge Detection in Medical ImagesLasse Hansen, Mattias P. Heinrich. 250-259 [doi]
- Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI SegmentationSeyed Raein Hashemi, Sanjay P. Prabhu, Simon K. Warfield, Ali Gholipour. 260-272 [doi]
- Dynamic MRI Reconstruction with Motion-Guided NetworkQiaoying Huang, Dong Yang, Hui Qu, Jingru Yi, Pengxiang Wu, Dimitris N. Metaxas. 275-284 [doi]
- Boundary loss for highly unbalanced segmentationHoel Kervadec, Jihene Bouchtiba, Christian Desrosiers, Eric Granger, Jose Dolz, Ismail Ben Ayed. 285-296 [doi]
- Neural Processes Mixed-Effect Models for Deep Normative Modeling of Clinical Neuroimaging DataSeyed Mostafa Kia, Andre F. Marquand. 297-314 [doi]
- Capturing Single-Cell Phenotypic Variation via Unsupervised Representation LearningMaxime W. Lafarge, Juan C. Caicedo, Anne E. Carpenter, Josien P. W. Pluim, Shantanu Singh, Mitko Veta. 315-325 [doi]
- DavinciGAN: Unpaired Surgical Instrument Translation for Data AugmentationKyungmoon Lee, Min-Kook Choi, Heechul Jung. 326-336 [doi]
- Dense Segmentation in Selected Dimensions: Application to Retinal Optical Coherence TomographyBart Liefers, Cristina González-Gonzalo, Caroline Klaver, Bram van Ginneken, Clara I. Sánchez. 337-346 [doi]
- Dynamic Pacemaker Artifact Removal (DyPAR) from CT Data using CNNsTanja Lossau, Hannes Nickisch, Tobias Wissel, Samer Hakmi, Clemens Spink, Michael M. Morlock, Michael Grass. 347-357 [doi]
- Group-Attention Single-Shot Detector (GA-SSD): Finding Pulmonary Nodules in Large-Scale CT ImagesJiechao Ma, Xiang Li, Hongwei Li, Bjoern H. Menze, Sen Liang, Rongguo Zhang, Wei-Shi Zheng. 358-369 [doi]
- A novel segmentation framework for uveal melanoma in magnetic resonance imaging based on class activation mapsHuu-Giao Nguyen, Alessia Pica, Jan Hrbacek, Damien C. Weber, Francesco La Rosa, Ann Schalenbourg, Raphael Sznitman, Meritxell Bach Cuadra. 370-379 [doi]
- High-quality segmentation of low quality cardiac MR images using k-space artefact correctionIlkay Öksüz, James R. Clough, Wenjia Bai, Bram Ruijsink, Esther Puyol-Antón, Gastao Cruz, Claudia Prieto, Andrew P. King, Julia A. Schnabel. 380-389 [doi]
- Weakly Supervised Deep Nuclei Segmentation using Points Annotation in Histopathology ImagesHui Qu, Pengxiang Wu, Qiaoying Huang, Jingru Yi, Gregory M. Riedlinger, Subhajyoti De, Dimitris N. Metaxas. 390-400 [doi]
- Joint Learning of Brain Lesion and Anatomy Segmentation from Heterogeneous DatasetsNicolas Roulet, Diego Fernández Slezak, Enzo Ferrante. 401-413 [doi]
- Learning with Multitask Adversaries using Weakly Labelled Data for Semantic Segmentation in Retinal ImagesOindrila Saha, Rachana Sathish, Debdoot Sheet. 414-426 [doi]
- MRI k-Space Motion Artefact Augmentation: Model Robustness and Task-Specific UncertaintyRichard Shaw, Carole H. Sudre, Sébastien Ourselin, M. Jorge Cardoso. 427-436 [doi]
- A Hybrid, Dual Domain, Cascade of Convolutional Neural Networks for Magnetic Resonance Image ReconstructionRoberto Souza, R. Marc Lebel, Richard Frayne. 437-446 [doi]
- 3D multirater RCNN for multimodal multiclass detection and characterisation of extremely small objectsCarole H. Sudre, Beatriz Gomez Anson, Silvia Ingala, Chris D. Lane, Daniel Jimenez, Lukas Haider, Thomas Varsavsky, Lorna Smith, Sébastien Ourselin, H. Rolf Jäger, M. Jorge Cardoso. 447-456 [doi]
- XLSor: A Robust and Accurate Lung Segmentor on Chest X-Rays Using Criss-Cross Attention and Customized Radiorealistic Abnormalities GenerationYoubao Tang, YuXing Tang, Jing Xiao, Ronald M. Summers. 457-467 [doi]
- Training Deep Networks on Domain Randomized Synthetic X-ray Data for Cardiac InterventionsDaniel Toth 0001, Serkan Cimen, Pascal Ceccaldi, Tanja Kurzendorfer, Kawal S. Rhode, Peter Mountney. 468-482 [doi]
- Prediction of Disease Progression in Multiple Sclerosis Patients using Deep Learning Analysis of MRI DataAdrian Tousignant, Paul Lemaître, Doina Precup, Douglas L. Arnold, Tal Arbel. 483-492 [doi]
- Learning beamforming in ultrasound imagingSanketh Vedula, Grigoriy Senouf, Alexander M. Bronstein, Oleg V. Michailovich, Michael Zibulevsky. 493-511 [doi]
- Adversarial Pseudo Healthy Synthesis Needs Pathology FactorizationTian Xia, Agisilaos Chartsias, Sotirios A. Tsaftaris. 512-526 [doi]
- VOCA: Cell Nuclei Detection In Histopathology Images By Vector Oriented Confidence AccumulationChensu Xie, Chad M. Vanderbilt, Anne Grabenstetter, Thomas J. Fuchs. 527-539 [doi]
- Unsupervised Lesion Detection via Image Restoration with a Normative PriorSuhang You, Kerem Can Tezcan, Xiaoran Chen, Ender Konukoglu. 540-556 [doi]
- Deep Learning Approach to Semantic Segmentation in 3D Point Cloud Intra-oral Scans of TeethFarhad Ghazvinian Zanjani, David Anssari Moin, Bas Verheij, Frank Claessen, Teo Cherici, Tao Tan, Peter H. N. de With. 557-571 [doi]
- SPDA: Superpixel-based Data Augmentation for Biomedical Image SegmentationYizhe Zhang, Lin Yang, Hao Zheng, Peixian Liang, Colleen Mangold, Raquel G. Loreto, David P. Hughes, Danny Z. Chen. 572-587 [doi]
- CARE: Class Attention to Regions of Lesion for Classification on Imbalanced DataJiaxin Zhuang, Jiabin Cai, Ruixuan Wang, Jianguo Zhang, Weishi Zheng. 588-597 [doi]