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Medical Image Registration

8 papers with code · Medical

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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 IMAGE REGISTRATION MEDICAL 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

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

Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial Information

30 Jul 2018MIDA-group/py_alpha_amd_release

The method exhibits greater robustness and higher accuracy than similarity measures in common use, when inserted into a standard gradient-based registration framework available as part of the open source Insight Segmentation and Registration Toolkit (ITK).

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Quantitative Error Prediction of Medical Image Registration using Regression Forests

18 May 2019hsokooti/regun

This paper proposes a new automatic method to predict the registration error in a quantitative manner, and is applied to chest CT scans.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Deep Learning in Medical Image Registration: A Survey

5 Mar 2019SIMEXP/DeepNeuroAN

This survey, therefore, outlines the evolution of deep learning based medical image registration in the context of both research challenges and relevant innovations in the past few years.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION