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Medical Image Registration

18 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

AirLab: Autograd Image Registration Laboratory

26 Jun 2018airlab-unibas/airlab

With the "Autograd Image Registration Laboratory" (AIRLab), we introduce an open laboratory for image registration tasks, where the analytic gradients of the objective function are computed automatically and the device where the computations are performed, on a CPU or a GPU, is transparent.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Recursive Cascaded Networks for Unsupervised Medical Image Registration

ICCV 2019 microsoft/Recursive-Cascaded-Networks

We present recursive cascaded networks, a general architecture that enables learning deep cascades, for deformable image registration.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Networks for Joint Affine and Non-parametric Image Registration

CVPR 2019 uncbiag/registration

In contrast to existing approaches, our framework combines two registration methods: an affine registration and a vector momentum-parameterized stationary velocity field (vSVF) model.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

FAIM -- A ConvNet Method for Unsupervised 3D Medical Image Registration

22 Nov 2018dykuang/Medical-image-registration

We found that FAIM is able to maintain both the advantages of higher accuracy and fewer "folding" locations over VoxelMorph, over a range of hyper-parameters (with the same values used for both networks).

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION