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Medical Image Registration

8 papers with code ยท Medical

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Mutual information neural estimation in CNN-based end-to-end medical image registration

23 Aug 2019

In this work, we implement a CNN-based mutual information neural estimator for image registration that evaluates the registration outputs in an unsupervised manner.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Zero Shot Learning for Multi-Modal Real Time Image Registration

17 Aug 2019

In this report we present an unsupervised image registration framework, using a pre-trained deep neural network as a feature extractor.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION ZERO-SHOT LEARNING

Deformable Medical Image Registration Using a Randomly-Initialized CNN as Regularization Prior

2 Aug 2019

Our approach uses the idea of deep image priors to combine convolutional networks with conventional registration methods based on manually engineered priors.

DEFORMABLE MEDICAL IMAGE REGISTRATION IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Recursive Cascaded Networks for Unsupervised Medical Image Registration

29 Jul 2019

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

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Unsupervised Deformable Image Registration Using Cycle-Consistent CNN

2 Jul 2019

Medical image registration is one of the key processing steps for biomedical image analysis such as cancer diagnosis.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Dense Deformation Network for High Resolution Tissue Cleared Image Registration

13 Jun 2019

In particular, technologies based on deep learning in medical image registration can outperform traditional optimisation-based registration algorithms both in registration time and accuracy.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Networks for Joint Affine and Non-Parametric Image Registration

CVPR 2019

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

Networks for Joint Affine and Non-parametric Image Registration

CVPR 2019

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

Deep Learning in Medical Image Registration: A Survey

5 Mar 2019

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