DocumentCode :
2660427
Title :
Image classifier and scene understanding systems of multiagent teams
Author :
Mashford, J. ; Dai, W. ; Drogemuller, R. ; Marksjö, B.
Author_Institution :
AI Lab., CSIRO, Highett, Vic., Australia
Volume :
2
fYear :
2000
fDate :
2000
Firstpage :
1460
Abstract :
A multi-agent architecture for scene understanding systems is described. Such systems consist of a collection of coupled vision subsystems, each one dedicated to a particular sensor. Interaction between the vision subsystems is controlled by an organising agent. Each vision subsystem is implemented on the basis of a partition tree image labelling representation and an associated multi-agent hierarchy of classifiers controlled by an organising agent. Each classifier in the multi-agent hierarchy of classifiers may be implemented as a decision tree of neural network classifiers acting on feature vectors derived from regions in the partition tree. Therefore, the image labelling and image classification subsystems can be described in terms of hierarchical networks of neural networks from which an interpretation in terms of multi-agents follows very naturally. The vision subsystems have a multi-resolution image representation and concurrency between and within the image labelling and image classification vision subsystem components
Keywords :
computer vision; decision trees; image classification; image representation; image resolution; multi-agent systems; neural nets; concurrency; coupled vision subsystems; decision tree; feature vectors; hierarchical networks; image classification; image labelling; multi-agent architecture; multi-agent classifier hierarchy; multi-agent teams; multi-resolution image representation; neural network classifiers; neural networks; organising agent; partition tree representation; scene understanding system; sensor-dedicated subsystems; Artificial intelligence; Artificial neural networks; Biological neural networks; Classification tree analysis; Decision trees; Humans; Image classification; Labeling; Layout; Neural networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 2000 IEEE International Conference on
Conference_Location :
Nashville, TN
ISSN :
1062-922X
Print_ISBN :
0-7803-6583-6
Type :
conf
DOI :
10.1109/ICSMC.2000.886060
Filename :
886060
Link To Document :
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