BW - Eye Ophthalmologic decision support system based on clinical workflow and data mining techniques-image registration algorithm

12/17/2013
by   Ricardo Martins, et al.
0

Blueworks - Medical Expert Diagnosis is developing an application, BWEye, to be used as an ophthalmology consultation decision support system. The implementation of this application involves several different tasks and one of them is the implementation of an ophthalmology images registration algorithm. The work reported in this document is related with the implementation of an algorithm to register images of angiography, colour retinography and redfree retinography. The implementations described were developed in the software MATLAB. The implemented algorithm is based in the detection of the bifurcation points (y-features) of the vascular structures of the retina that usually are visible in the referred type of images. There are proposed two approaches to establish an initial set of features correspondences. The first approach is based in the maximization of the mutual information of the bifurcation regions of the features of images. The second approach is based in the characterization of each bifurcation point and in the minimization of the Euclidean distance between the descriptions of the features of the images in the descriptors space. The final set of the matching features for a pair of images is defined through the application of the RANSAC algorithm. Although, it was not achieved the implementation of a full functional algorithm, there were made several analysis that can be important to future improvement of the current implementation.

READ FULL TEXT

page 1

page 15

page 22

page 37

research
09/24/2019

Analysis of Generalized Entropies in Mutual Information Medical Image Registration

Mutual information (MI) is the standard method used in image registratio...
research
01/10/2017

Universal Joint Image Clustering and Registration using Partition Information

We consider the problem of universal joint clustering and registration o...
research
11/06/2016

Validation of Tsallis Entropy In Inter-Modality Neuroimage Registration

Medical image registration plays an important role in determining topogr...
research
11/08/2014

Fast Mesh-Based Medical Image Registration

In this paper a fast triangular mesh based registration method is propos...
research
07/10/2019

Fast geodesic shooting for landmark matching using CUDA

Landmark matching via geodesic shooting is a prerequisite task for numer...
research
03/12/2023

Spatial Correspondence between Graph Neural Network-Segmented Images

Graph neural networks (GNNs) have been proposed for medical image segmen...

Please sign up or login with your details

Forgot password? Click here to reset