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Deformable Medical Image Registration

7 papers with code · Medical

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Learning Conditional Deformable Templates with Convolutional Networks

NeurIPS 2019 voxelmorph/voxelmorph

We develop a learning framework for building deformable templates, which play a fundamental role in many image analysis and computational anatomy tasks.

DEFORMABLE MEDICAL IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Unsupervised Learning of Probabilistic Diffeomorphic Registration for Images and Surfaces

8 Mar 2019voxelmorph/voxelmorph

We present a probabilistic generative model and derive an unsupervised learning-based inference algorithm that uses insights from classical registration methods and makes use of recent developments in convolutional neural networks (CNNs).

CONSTRAINED DIFFEOMORPHIC IMAGE REGISTRATION DEFORMABLE MEDICAL IMAGE REGISTRATION DIFFEOMORPHIC MEDICAL IMAGE REGISTRATION IMAGE REGISTRATION

VoxelMorph: A Learning Framework for Deformable Medical Image Registration

14 Sep 2018voxelmorph/voxelmorph

In contrast to this approach, and building on recent learning-based methods, we formulate registration as a function that maps an input image pair to a deformation field that aligns these images.

DEFORMABLE MEDICAL IMAGE REGISTRATION DIFFEOMORPHIC MEDICAL IMAGE REGISTRATION IMAGE REGISTRATION

An Unsupervised Learning Model for Deformable Medical Image Registration

CVPR 2018 voxelmorph/voxelmorph

We define registration as a parametric function, and optimize its parameters given a set of images from a collection of interest.

DEFORMABLE MEDICAL IMAGE REGISTRATION IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Metric Learning for Image Registration

CVPR 2019 uncbiag/registration

Our approach is a radical departure from existing deep learning approaches to image registration by embedding a deep learning model in an optimization-based registration algorithm to parameterize and data-adapt the registration model itself.

DEFORMABLE MEDICAL IMAGE REGISTRATION DIFFEOMORPHIC MEDICAL IMAGE REGISTRATION IMAGE REGISTRATION METRIC LEARNING