14 citations · 20 across the 5 of their papers we have counts for
5 papers
Fast Predictive Simple Geodesic Regression
Zhipeng Ding, Greg Fleishman, Xiao Yang +3
Deformable image registration and regression are important tasks in medical image analysis. However, they are computationally expensive, especially when analyzing large-scale datas…
Efficient Registration of Pathological Images: A Joint PCA/Image-Reconstruction Approach
Xu Han, Xiao Yang, Stephen Aylward +2
Registration involving one or more images containing pathologies is challenging, as standard image similarity measures and spatial transforms cannot account for common changes due…
Fast Predictive Multimodal Image Registration
Xiao Yang, Roland Kwitt, Martin Styner +1
We introduce a deep encoder-decoder architecture for image deformation prediction from multimodal images. Specifically, we design an image-patch-based deep network that jointly (i)…
Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach
Xiao Yang, Roland Kwitt, Martin Styner +1
This paper introduces Quicksilver, a fast deformable image registration method. Quicksilver registration for image-pairs works by patch-wise prediction of a deformation model based…
Fast Predictive Image Registration
Xiao Yang, Roland Kwitt, Marc Niethammer
We present a method to predict image deformations based on patch-wise image appearance. Specifically, we design a patch-based deep encoder-decoder network which learns the pixel/vo…