Adrian Dalca

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Mert R. SabuncuElectrical and Computer Engineering, Cornell University and Cornell TechVerified email at cornell.edu
Polina GollandMassachusetts Institute of TechnologyVerified email at mit.edu
Guha BalakrishnanMassachusetts Institute of TechnologyVerified email at mit.edu
Juan Eugenio IglesiasUCL / Massachusetts General Hospital & Harvard Medical School / MITVerified email at ucl.ac.uk
Bruce Fischl or B FischlMass General Hospital/Harvard Medical SchoolVerified email at nmr.mgh.harvard.edu
Amy ZhaoResearch Scientist, Facebook Reality LabsVerified email at mit.edu
Natalia RostProfessor of Neurology, Harvard Medical SchoolVerified email at partners.org
Michael BrudnoProfessor of Computer Science, University of Toronto; Chief Data Scientist, UHNVerified email at cs.toronto.edu
Fredo DurandProfessor of Computer Science, MITVerified email at mit.edu
Katherine L. (Katie) BoumanAssistant Professor, Computing & Mathematical Sciences (CMS) and Electrical Engineering (EE)Verified email at caltech.edu
Stephen M. RumbleComputer Science Department, Stanford UniversityVerified email at cs.stanford.edu
Markus D. SchirmerInstructor in Neurology, MGH, Harvard Medical School, USAVerified email at markus-schirmer.com
William T. FreemanProfessor of Computer Science, MITVerified email at mit.edu
Marc FiumeUniversity of TorontoVerified email at cs.toronto.edu
Danielle F. PaceResearch Fellow, Martinos Center, MGHVerified email at mgh.harvard.edu
Kayhan BatmanghelichAssistant Professor, University of PittsburghVerified email at pitt.edu
Jerry X MitrovicaFrank B. Baird Jr. Professor of Science, Earth and Planetary Sciences, Harvard UniversityVerified email at eps.harvard.edu
Miaomiao ZhangAssistant Professor, University of VirginiaVerified email at virginia.edu
Andreea BobuGraduate Student, UC BerkeleyVerified email at berkeley.edu
Gerald QuonAssistant Professor, University of California, DavisVerified email at ucdavis.edu

Adrian Dalca

Harvard Medical School & Massachusetts Institute of Technology

Verified email at mit.edu - Homepage

Machine Learning Medical Image Analysis Computer Science


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VoxelMorph: a learning framework for deformable medical image registration G Balakrishnan, A Zhao, MR Sabuncu, J Guttag, AV Dalca IEEE transactions on medical imaging 38 (8), 1788-1800, 2019	773	2019
SHRiMP: accurate mapping of short color-space reads SM Rumble, P Lacroute, AV Dalca, M Fiume, A Sidow, M Brudno PLoS computational biology 5 (5), e1000386, 2009	726	2009
An Unsupervised Learning Model for Deformable Medical Image Registration G Balakrishnan, A Zhao, MR Sabuncu, J Guttag, AV Dalca Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018	466	2018
Data Augmentation Using Learned Transformations for One-Shot Medical Image Segmentation A Zhao, G Balakrishnan, F Durand, JV Guttag, AV Dalca Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2019	321	2019
Unsupervised Learning for Fast Probabilistic Diffeomorphic Registration AV Dalca, G Balakrishnan, J Guttag, MR Sabuncu International Conference on Medical Image Computing and Computer-Assisted …, 2018	279	2018
Synthesizing Images of Humans in Unseen Poses G Balakrishnan, A Zhao, AV Dalca, F Durand, J Guttag Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018	253	2018
Unsupervised learning of probabilistic diffeomorphic registration for images and surfaces AV Dalca, G Balakrishnan, J Guttag, MR Sabuncu Medical image analysis 57, 226-236, 2019	176	2019
Anatomical Priors in Convolutional Networks for Unsupervised Biomedical Segmentation AV Dalca, J Guttag, MR Sabuncu Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018	131	2018
Interactive Whole-Heart Segmentation in Congenital Heart Disease D Pace, AV Dalca, T Geva, AJ Powell, MH Moghari, P Golland Medical Image Computing and Computer Assisted Intervention 9351, 80–88, 2015	102	2015
Genome variation discovery with high-throughput sequencing data AV Dalca, M Brudno Briefings in bioinformatics 11 (1), 3-14, 2010	89	2010
Learning Conditional Deformable Templates with Convolutional Networks AV Dalca, M Rakic, J Guttag, MR Sabuncu Advances in Neural Information Processing Systems 32, 2019	75	2019
Gaussian Process Prior Variational Autoencoders FP Casale, A Dalca, L Saglietti, J Listgarten, N Fusi Advances in Neural Information Processing Systems, 10389-10400, 2018	71	2018
Deep-learning-based Optimization of the Under-sampling Pattern in MRI CD Bahadir, AQ Wang, AV Dalca, MR Sabuncu IEEE Transactions on Computational Imaging 6, 1139-1152, 2020	65*	2020
Unsupervised deep learning for Bayesian brain MRI segmentation AV Dalca, E Yu, P Golland, B Fischl, MR Sabuncu, J Eugenio Iglesias International Conference on Medical Image Computing and Computer-Assisted …, 2019	56	2019
Learning-based optimization of the under-sampling pattern in MRI CD Bahadir, AV Dalca, MR Sabuncu International Conference on Information Processing in Medical Imaging, 780-792, 2019	52	2019
On postglacial sea level—III. Incorporating sediment redistribution AV Dalca, KL Ferrier, JX Mitrovica, JT Perron, GA Milne, JR Creveling Geophysical Journal International 194 (1), 45-60, 2013	45	2013
A learning strategy for contrast-agnostic MRI segmentation B Billot, D Greve, K Van Leemput, B Fischl, JE Iglesias, AV Dalca arXiv preprint arXiv:2003.01995, 2020	41	2020
Trends and focus of machine learning applications for health research B Beaulieu-Jones, SG Finlayson, C Chivers, I Chen, M McDermott, ... JAMA network open 2 (10), e1914051-e1914051, 2019	40	2019
Medical image imputation from image collections AV Dalca, KL Bouman, WT Freeman, NS Rost, MR Sabuncu, P Golland IEEE transactions on medical imaging 38 (2), 504-514, 2019	40	2019
Joint modeling of imaging and genetics NK Batmanghelich, AV Dalca, MR Sabuncu, P Golland International Conference on Information Processing in Medical Imaging, 766-777, 2013	40	2013

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