INTERPRETING IMAGE DATABASES BY REGION CLASSIFICATION

Citation
Nw. Campbell et al., INTERPRETING IMAGE DATABASES BY REGION CLASSIFICATION, Pattern recognition, 30(4), 1997, pp. 555-563
Citations number
22
Categorie Soggetti
Computer Sciences, Special Topics","Engineering, Eletrical & Electronic","Computer Science Artificial Intelligence
Journal title
ISSN journal
00313203
Volume
30
Issue
4
Year of publication
1997
Pages
555 - 563
Database
ISI
SICI code
0031-3203(1997)30:4<555:IIDBRC>2.0.ZU;2-R
Abstract
This paper addresses automatic interpretation of images of outdoor sce nes. The method allows instances of objects from a number of generic c lasses to be identified: vegetation, buildings, vehicles, roads, etc., thereby enabling image databases to be queried on scene content. The feature set is based, in part, on psychophysical principles and includ es measures of colour, texture and shape. Using a large database of gr ound-truth labelled images, a neural network is trained as a pattern c lassifier. The method is demonstrated on a large test set to provide h ighly accurate image interpretations, with over 90% of the image area labelled correctly. (C) 1997 Pattern Recognition Society.