Publications (23)
Parametric Regression on the Grassmannian
Yi Hong, Nikhil Singh, Roland Kwitt +2
Compressing networks with super nodes
Natalie Stanley, Roland Kwitt, Marc Niethammer +1
Testing Alignment of Node Attributes with Network Structure Through Label Propagation
Natalie Stanley, Marc Niethammer, Peter J. Mucha
Fast Predictive Simple Geodesic Regression
Zhipeng Ding, Greg Fleishman, Xiao Yang +3
AGA: Attribute Guided Augmentation
Mandar Dixit, Roland Kwitt, Marc Niethammer +1
Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach
Xiao Yang, Roland Kwitt, Martin Styner +1
Multidimensional classification of hippocampal shape features discriminates Alzheimer's disease and mild cognitive impairment from normal aging
Emilie Gerardin, Gaël Chételat, Marie Chupin +9
Stochastic Block Models with Multiple Continuous Attributes
Natalie Stanley, Thomas Bonacci, Roland Kwitt +2
Efficient Registration of Pathological Images: A Joint PCA/Image-Reconstruction Approach
Xu Han, Xiao Yang, Stephen Aylward +2
Networks for Joint Affine and Non-parametric Image Registration
Zhengyang Shen, Xu Han, Zhenlin Xu +1
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and Segmentation
Zhenlin Xu, Marc Niethammer
Multi-modal Image Registration for Correlative Microscopy
Tian Cao, Christopher Zach, Shannon Modla +3
Metric Learning for Image Registration
Marc Niethammer, Roland Kwitt, Francois-Xavier Vialard
Multiple Instance Learning for Heterogeneous Images: Training a CNN for Histopathology
Heather D. Couture, J. S. Marron, Charles M. Perou +2
Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach
Xu Han, Roland Kwitt, Stephen Aylward +6
Deep Multi-View Learning via Task-Optimal CCA
Heather D. Couture, Roland Kwitt, J. S. Marron +3
Probabilistic Diffeomorphic Registration: Representing Uncertainty
Demian Wassermann, Matt Toews, Marc Niethammer +1
Active Mean Fields for Probabilistic Image Segmentation: Connections with Chan-Vese and Rudin-Osher-Fatemi Models
Marc Niethammer, Kilian M. Pohl, Firdaus Janoos +1
VoteNet: A Deep Learning Label Fusion Method for Multi-Atlas Segmentation
Zhipeng Ding, Xu Han, Marc Niethammer
Deep Learning with Topological Signatures
Christoph Hofer, Roland Kwitt, Marc Niethammer +1
Connectivity-Optimized Representation Learning via Persistent Homology
Christoph Hofer, Roland Kwitt, Mandar Dixit +1
Fast Predictive Multimodal Image Registration
Xiao Yang, Roland Kwitt, Martin Styner +1
Fast Predictive Image Registration
Xiao Yang, Roland Kwitt, Marc Niethammer