MEDICAL IMAGE INTERPRETATION - A GENERIC APPROACH USING DEFORMABLE TEMPLATES

Citation
A. Hill et al., MEDICAL IMAGE INTERPRETATION - A GENERIC APPROACH USING DEFORMABLE TEMPLATES, MDedecine et informatique, 19(1), 1994, pp. 47-59
Citations number
NO
Categorie Soggetti
Medicine Miscellaneus","Computer Science Information Systems
Journal title
ISSN journal
03077640
Volume
19
Issue
1
Year of publication
1994
Pages
47 - 59
Database
ISI
SICI code
0307-7640(1994)19:1<47:MII-AG>2.0.ZU;2-4
Abstract
We describe a generic approach to image interpretation, based on combi ning a general method of building flexible template models with geneti c algorithm (GA) search. The method can be applied to a given image in terpretation problem simply by training a statistical shape model, usi ng a set of examples of the image structure to be located. A local opt imization technique has been incorporated into the GA search and shown to improve the speed of convergence and optimality of solution. We pr esent results from three medical applications, demonstrating that the new method offers significant improvements when compared with previous ly reported approaches to flexible template matching, particularly the ability to deal with different domains of application using a standar d method and the possibility of employing complex multipart models. We also describe how the method can be simply extended to track structur es in image sequences and segment three dimensional objects in volume images.