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Medical Image Registration

18 papers with code ยท Medical

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A Multiple Decoder CNN for Inverse Consistent 3D Image Registration

15 Feb 2020

The recent application of deep learning technologies in medical image registration has exponentially decreased the registration time and gradually increased registration accuracy when compared to their traditional counterparts.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Medical Image Registration Using Deep Neural Networks: A Comprehensive Review

9 Feb 2020

Image-guided interventions are saving the lives of a large number of patients where the image registration problem should indeed be considered as the most complex and complicated issue to be tackled.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Robust Multimodal Image Registration Using Deep Recurrent Reinforcement Learning

29 Jan 2020

To this end, these two components are tackled in an end-to-end manner via reinforcement learning in this work.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Deep Learning in Medical Image Registration: A Review

27 Dec 2019

Lastly, we analyzed the statistics of all the cited works from various aspects, revealing the popularity and future trend of development in medical image registration using deep learning.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Generative Adversarial Networks And Domain Adaptation For Training Data Independent Image Registration

18 Oct 2019

This is achieved by unsupervised domain adaptation in the registration process and allows for easier application to different datasets without extensive retraining. To achieve our objective we train a network that transforms the given input image pair to a latent feature space vector using autoencoders.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION UNSUPERVISED DOMAIN ADAPTATION

Recursive Cascaded Networks for Unsupervised Medical Image Registration

ICCV 2019

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

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Analysis of Generalized Entropies in Mutual Information Medical Image Registration

24 Sep 2019

Mutual information (MI) is the standard method used in image registration and the most studied one but can diverge and produce wrong results when used in an automated manner.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

KLDivNet: An unsupervised neural network for multi-modality image registration

23 Aug 2019

We then embed the KLDivNet into a registration network to achieve the unsupervised deformable registration for multi-modality images.

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