Title
Ground truth data for validation of nonrigid image registration algorithms
Abstract
Two methods, one 2D and one 3D, for validation of nonrigid image registration algorithms are proposed and compared to a manual validation strategy. Both methods provide pairs of deformed images as well as corresponding true displacement fields with known accuracy. Nonrigid registration algorithms can be run on the pairs of images and their outputs can be compared to the true displacement fields that were generated manually by five observers. While these phantom validation studies do not provide physically correct deformations, they are certainly a useful way to test the algorithm's ability to recover various deformation patterns.
Year
DOI
Venue
2004
10.1109/ISBI.2004.1398638
ISBI
Keywords
Field
DocType
biomedical optical imaging,nonrigid image registration,deformed images,true displacement fields,image registration,phantoms,medical image processing,geometrical optics,biomedical engineering,biomedical imaging,ground truth
Computer vision,Pattern recognition,Computer science,Imaging phantom,Algorithm,Ground truth,Artificial intelligence,Image registration
Conference
ISBN
Citations 
PageRank 
0-7803-8388-5
2
0.38
References 
Authors
3
2
Name
Order
Citations
PageRank
Yi-Yu Chou129022.25
Oskar M. Skrinjar219317.22