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Image Registration

23 papers with code · Computer Vision

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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

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

FAIM -- A ConvNet Method for Unsupervised 3D Medical Image Registration

22 Nov 2018dykuang/Medical-image-registration

We present a new unsupervised learning algorithm, "FAIM", for 3D medical image registration.

IMAGE REGISTRATION MEDICAL IMAGE REGISTRATION

Robustness via Retrying: Closed-Loop Robotic Manipulation with Self-Supervised Learning

6 Oct 2018febert/neuralproposal_cem_classproject

We demonstrate that this idea can be combined with a video-prediction based controller to enable complex behaviors to be learned from scratch using only raw visual inputs, including grasping, repositioning objects, and non-prehensile manipulation.

IMAGE REGISTRATION VIDEO PREDICTION

Brain Extraction from Normal and Pathological Images: A Joint PCA/Image-Reconstruction Approach

15 Nov 2017uncbiag/pstrip

Extracting the brain from images with strong pathologies, for example, the presence of a tumor or of a traumatic brain injury, is challenging.

IMAGE RECONSTRUCTION IMAGE REGISTRATION