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Image Registration

27 papers with code · Computer Vision

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Unsupervised Deep Learning for Bayesian Brain MRI Segmentation

25 Apr 2019voxelmorph/voxelmorph

To develop a deep learning-based segmentation model for a new image dataset (e. g., of different contrast), one usually needs to create a new labeled training dataset, which can be prohibitively expensive, or rely on suboptimal ad hoc adaptation or augmentation approaches.

BRAIN IMAGE SEGMENTATION BRAIN SEGMENTATION FEW-SHOT IMAGE SEGMENTATION IMAGE REGISTRATION ZERO SHOT SEGMENTATION

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

Indirect Image Registration with Large Diffeomorphic Deformations

13 Jun 2017odlgroup/odl

The paper adapts the large deformation diffeomorphic metric mapping framework for image registration to the indirect setting where a template is registered against a target that is given through indirect noisy observations.

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

Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach

31 Mar 2017rkwitt/quicksilver

A deep encoder-decoder network is used as the prediction model.

IMAGE REGISTRATION

TractSeg - Fast and accurate white matter tract segmentation

18 May 2018MIC-DKFZ/TractSeg

The individual course of white matter fiber tracts is an important key for analysis of white matter characteristics in healthy and diseased brains.

IMAGE REGISTRATION

On Reducing Negative Jacobian Determinant of the Deformation Predicted by Deep Registration Networks

28 Jun 2019dykuang/Medical-image-registration

Ideally, the transformation that registers one image to another should be a diffeomorphism that is both invertible and smooth.

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

Image-and-Spatial Transformer Networks for Structure-Guided Image Registration

22 Jul 2019biomedia-mira/istn

The goal is to learn a complex function that maps the appearance of input image pairs to parameters of a spatial transformation in order to align corresponding anatomical structures.

IMAGE REGISTRATION