Abstract is missing.
- HyperMorph: Amortized Hyperparameter Learning for Image RegistrationAndrew Hoopes, Malte Hoffmann, Bruce Fischl, John V. Guttag, Adrian V. Dalca. 3-17 [doi]
- Deep Learning Based Geometric Registration for Medical Images: How Accurate Can We Get Without Visual Features?Lasse Hansen, Mattias P. Heinrich. 18-30 [doi]
- Diffeomorphic Registration with Density Changes for the Analysis of Imbalanced ShapesHsi-Wei Hsieh, Nicolas Charon. 31-42 [doi]
- Estimation of Causal Effects in the Presence of Unobserved Confounding in the Alzheimer's ContinuumSebastian Pölsterl, Christian Wachinger. 45-57 [doi]
- Multiple-Shooting Adjoint Method for Whole-Brain Dynamic Causal ModelingJuntang Zhuang, Nicha C. Dvornek, Sekhar Tatikonda, Xenophon Papademetris, Pamela Ventola, James S. Duncan. 58-70 [doi]
- Going Beyond Saliency Maps: Training Deep Models to Interpret Deep ModelsZixuan Liu, Ehsan Adeli 0001, Kilian M. Pohl, Qingyu Zhao. 71-82 [doi]
- Enabling Data Diversity: Efficient Automatic Augmentation via Regularized Adversarial TrainingYunhe Gao, Zhiqiang Tang 0001, Mu Zhou, Dimitris N. Metaxas. 85-97 [doi]
- Blind Stain Separation Using Model-Aware Generative Learning and Its Applications on Fluorescence Microscopy ImagesXingyu Li. 98-107 [doi]
- MR Slice Profile Estimation by Learning to Match Internal Patch DistributionsShuo Han, Samuel Remedios, Aaron Carass, Michael Schär, Jerry L. Prince. 108-119 [doi]
- Partial Matching in the Space of VarifoldsPierre-Louis Antonsanti, Joan Glaunès, Thomas Benseghir, Vincent Jugnon, Irène Kaltenmark. 123-135 [doi]
- Nested Grassmanns for Dimensionality Reduction with Applications to Shape AnalysisChun-Hao Yang, Baba C. Vemuri. 136-149 [doi]
- Hierarchical Morphology-Guided Tooth Instance Segmentation from CBCT ImagesZhiming Cui, Bojun Zhang, Chunfeng Lian, Changjian Li, Lei Yang 0048, Wenping Wang, Min Zhu, Dinggang Shen. 150-162 [doi]
- Cortical Morphometry Analysis Based on Worst Transportation TheoryMin Zhang, Dongsheng An, Na Lei, Jianfeng Wu, Tong Zhao, Xiaoyin Xu, Yalin Wang 0001, Xianfeng Gu. 163-176 [doi]
- Geodesic B-score for Improved Assessment of Knee OsteoarthritisFelix Ambellan, Stefan Zachow, Christoph von Tycowicz. 177-188 [doi]
- Cytoarchitecture Measurements in Brain Gray Matter Using Likelihood-Free InferenceMaëliss Jallais, Pedro L. C. Rodrigues, Alexandre Gramfort, Demian Wassermann. 191-202 [doi]
- Non-isomorphic Inter-modality Graph Alignment and Synthesis for Holistic Brain MappingIslem Mhiri, Ahmed Nebli, Mohamed-Ali Mahjoub, Islem Rekik. 203-215 [doi]
- Knowledge Transfer for Few-Shot Segmentation of Novel White Matter TractsQi Lu, Chuyang Ye. 216-227 [doi]
- Discovering Spreading Pathways of Neuropathological Events in Alzheimer's Disease Using Harmonic WaveletsJiazhou Chen, Defu Yang, Hongmin Cai, Martin Styner, Guorong Wu 0001. 228-240 [doi]
- A Multi-scale Spatial and Temporal Attention Network on Dynamic Connectivity to Localize the Eloquent Cortex in Brain Tumor PatientsNaresh Nandakumar, Komal Manzoor, Shruti Agarwal, Jay J. Pillai, Sachin K. Gujar, Haris I. Sair, Archana Venkataraman. 241-252 [doi]
- Learning Multi-resolution Graph Edge Embedding for Discovering Brain Network Dysfunction in Neurological DisordersXin Ma 0006, Guorong Wu 0001, Seong Jae Hwang, Won Hwa Kim. 253-266 [doi]
- Equivariant Spherical Deconvolution: Learning Sparse Orientation Distribution Functions from Spherical DataAxel Elaldi, Neel Dey, Heejong Kim, Guido Gerig. 267-278 [doi]
- Geodesic Tubes for Uncertainty Quantification in Diffusion MRIRick Sengers, Luc Florack, Andrea Fuster. 279-290 [doi]
- Structural Connectome Atlas Construction in the Space of Riemannian MetricsKristen M. Campbell, Haocheng Dai, Zhe Su, Martin Bauer 0004, P. Thomas Fletcher, Sarang C. Joshi. 291-303 [doi]
- A Higher Order Manifold-Valued Convolutional Neural Network with Applications to Diffusion MRI ProcessingJose J. Bouza, Chun-Hao Yang, David E. Vaillancourt, Baba C. Vemuri. 304-317 [doi]
- Representation Disentanglement for Multi-modal Brain MRI AnalysisJiahong Ouyang, Ehsan Adeli 0001, Kilian M. Pohl, Qingyu Zhao, Greg Zaharchuk. 321-333 [doi]
- Variational Knowledge Distillation for Disease Classification in Chest X-RaysTom van Sonsbeek, Xiantong Zhen, Marcel Worring, Ling Shao 0001. 334-345 [doi]
- Information-Based Disentangled Representation Learning for Unsupervised MR HarmonizationLianrui Zuo, Blake E. Dewey, Aaron Carass, Yihao Liu, Yufan He, Peter A. Calabresi, Jerry L. Prince. 346-359 [doi]
- 3DSegNet: Anatomy-Aware Artifact Disentanglement and Segmentation Network for Unpaired Segmentation, Artifact Reduction, and Modality TranslationYuanyuan Lyu, Haofu Liao, Heqin Zhu, S. Kevin Zhou. 360-372 [doi]
- Unsupervised Learning of Local Discriminative Representation for Medical ImagesHuai Chen, Jieyu Li, Renzhen Wang, Yijie Huang, Fanrui Meng, Deyu Meng, Qing Peng, Lisheng Wang. 373-385 [doi]
- TopoTxR: A Topological Biomarker for Predicting Treatment Response in Breast CancerFan Wang, Saarthak Kapse, Steven Liu, Prateek Prasanna, Chao Chen. 386-397 [doi]
- Segmenting Two-Dimensional Structures with Strided Tensor NetworksRaghavendra Selvan, Erik B. Dam, Jens Petersen. 401-414 [doi]
- Distributional Gaussian Process Layers for Outlier Detection in Image SegmentationSebastian G. Popescu, David J. Sharp, James H. Cole, Konstantinos Kamnitsas, Ben Glocker. 415-427 [doi]
- Deep Label Fusion: A 3D End-To-End Hybrid Multi-atlas Segmentation and Deep Learning PipelineLong Xie, Laura E. M. Wisse, Jiancong Wang, Sadhana Ravikumar, Trevor Glenn, Anica Luther, Sydney Lim, David A. Wolk, Paul A. Yushkevich. 428-439 [doi]
- Feature Library: A Benchmark for Cervical Lesion SegmentationYuexiang Li, Jiawei Chen, Kai Ma 0002, Yefeng Zheng. 440-451 [doi]
- Generalized Organ Segmentation by Imitating One-Shot Reasoning Using Anatomical CorrelationHong-Yu Zhou, Hualuo Liu, Shilei Cao 0001, Dong Wei 0004, Chixiang Lu, Yizhou Yu, Kai Ma 0002, Yefeng Zheng. 452-464 [doi]
- EnMcGAN: Adversarial Ensemble Learning for 3D Complete Renal Structures SegmentationYuting He, Rongjun Ge, Xiaoming Qi, Guanyu Yang, Yang Chen, Youyong Kong, Huazhong Shu, Jean-Louis Coatrieux, Shuo Li 0001. 465-477 [doi]
- Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast EchocardiographyDewen Zeng, Mingqi Li, Yukun Ding, Xiaowei Xu 0004, Qiu Xie, Ruixue Xu, Hongwen Fei, Meiping Huang, Jian Zhuang, Yiyu Shi. 478-491 [doi]
- A New Bidirectional Unsupervised Domain Adaptation Segmentation FrameworkMunan Ning, Cheng Bian, Dong Wei 0004, Shuang Yu, Chenglang Yuan, Yaohua Wang, Yang Guo 0003, Kai Ma 0002, Yefeng Zheng. 492-503 [doi]
- 3D Nucleus Instance Segmentation for Whole-Brain Microscopy ImagesJunbo Ma, Oleh Krupa, Madison Rose Glass, Carolyn M. McCormick, David Borland, Minjeong Kim, Jason L. Stein, Guorong Wu 0001. 504-516 [doi]
- Teach Me to Segment with Mixed Supervision: Confident Students Become MastersJose Dolz, Christian Desrosiers, Ismail Ben Ayed. 517-529 [doi]
- Future Frame Prediction for Robot-Assisted SurgeryXiaojie Gao, Yueming Jin, Zixu Zhao, Qi Dou, Pheng-Ann Heng. 533-544 [doi]
- Velocity-To-Pressure (V2P) - Net: Inferring Relative Pressures from Time-Varying 3D Fluid Flow VelocitiesSuprosanna Shit, Dhritiman Das, Ivan Ezhov, Johannes C. Paetzold, Augusto F. Sanches, Nils Thuerey, Bjoern H. Menze. 545-558 [doi]
- Lighting Enhancement Aids Reconstruction of Colonoscopic SurfacesYubo Zhang, Shuxian Wang, Ruibin Ma, Sarah K. McGill, Julian G. Rosenman, Stephen M. Pizer. 559-570 [doi]
- Mixture Modeling for Identifying Subtypes in Disease Course MappingPierre-Emmanuel Poulet, Stanley Durrleman. 571-582 [doi]
- Learning Transition Times in Event Sequences: The Temporal Event-Based Model of Disease ProgressionPeter A. Wijeratne, Daniel C. Alexander. 583-595 [doi]
- Knowledge Distillation with Adaptive Asymmetric Label Sharpening for Semi-supervised Fracture Detection in Chest X-RaysYirui Wang 0002, Kang Zheng, Chi-Tung Cheng, Xiao-Yun Zhou, Zhilin Zheng, Jing Xiao, Le Lu 0001, Chien-Hung Liao, Shun Miao. 599-610 [doi]
- Semi-Supervised Screening of COVID-19 from Positive and Unlabeled Data with Constraint Non-Negative Risk EstimatorZhongyi Han, Rundong He, Tianyang Li, Benzheng Wei, Jian Wang, Yilong Yin. 611-623 [doi]
- Deep MCEM for Weakly-Supervised Learning to Jointly Segment and Recognize Objects Using Very Few Expert SegmentationsAkshay V. Gaikwad, Suyash P. Awate. 624-636 [doi]
- Weakly Supervised Deep Learning for Aortic Valve Finite Element Mesh Generation from 3D CT ImagesDaniel H. Pak, Minliang Liu, Shawn S. Ahn, Andrés Caballero, John A. Onofrey, Liang Liang, Wei Sun, James S. Duncan. 637-648 [doi]
- Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image AcquisitionMatthias Perkonigg, Johannes Hofmanninger, Georg Langs. 649-660 [doi]
- Multimodal Self-supervised Learning for Medical Image AnalysisAiham Taleb, Christoph Lippert, Tassilo Klein, Moin Nabi. 661-673 [doi]
- Spatially Varying Label Smoothing: Capturing Uncertainty from Expert AnnotationsMobarakol Islam, Ben Glocker. 677-688 [doi]
- Quantile Regression for Uncertainty Estimation in VAEs with Applications to Brain Lesion DetectionHaleh Akrami, Anand A. Joshi, Sergul Aydöre, Richard M. Leahy. 689-700 [doi]
- A Probabilistic Framework for Modeling the Variability Across Federated DatasetsIrene Balelli, Santiago S. Silva R., Marco Lorenzi. 701-714 [doi]
- Is Segmentation Uncertainty Useful?Steffen Czolbe, Kasra Arnavaz, Oswin Krause, Aasa Feragen. 715-726 [doi]
- Principled Ultrasound Data Augmentation for Classification of Standard PlanesLok Hin Lee, Yuan Gao 0017, J. Alison Noble. 729-741 [doi]
- Adversarial Regression Learning for Bone Age EstimationYoushan Zhang, Brian D. Davison 0001. 742-754 [doi]
- Learning Image Quality Assessment by Reinforcing Task Amenable Data SelectionShaheer U. Saeed, Yunguan Fu, Zachary M. C. Baum, Qianye Yang, Mirabela Rusu, Richard E. Fan, Geoffrey A. Sonn, Dean C. Barratt, Yipeng Hu. 755-766 [doi]
- Collaborative Multi-agent Reinforcement Learning for Landmark Localization Using Continuous Action SpaceKlemens Kasseroller, Franz Thaler, Christian Payer, Darko Stern. 767-778 [doi]