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Image Registration

33 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

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

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

3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations

27 Aug 2019hsokooti/RegNet

We propose a supervised nonrigid image registration method, trained using artificial displacement vector fields (DVF), for which we propose and compare three network architectures.

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