JOURNAL ARTICLE

<title>Hybrid image recognition architecture</title>

Claudio DelrieuxRomán Katz

Year: 2002 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 4735 Pages: 59-66   Publisher: SPIE

Abstract

Current research on artificial vision and pattern recognition tends to concentrate either on numerical processing (filtering, morphological, spectral) or in symbolic or subsymbolic processing (neural networks, fuzzy logic, knowledge-based systems). In this work we combine both kinds of processing in a hybrid image processing architecture. The numerical processing part implements the most usual facilities (equalization, convolution filters, morphological filters, segmentation and description) in a way adequate to transform the input image into a polygonal outline. Then recognition is performed with a rule-based system implemented in Prolog. This allows a neat high-level representation of the patterns to recognize as a set of logical relations (predicates), and also the recognition procedure is represented as a set of logical rules. To integrate the numerical and logical components of our system, we embedded a Prolog interpreter as a software component within a visual programming language. Thus, our architecture features both the speed and versatility of a visual language application, and the abstraction level and modularity of a logical description.

Keywords:
Computer science Prolog Programming language Abstraction Artificial intelligence Image processing Set (abstract data type) Convolution (computer science) Pattern recognition (psychology) Theoretical computer science Artificial neural network Image (mathematics)

Metrics

2
Cited By
0.23
FWCI (Field Weighted Citation Impact)
0
Refs
0.48
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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