JOURNAL ARTICLE

Digital image classification by optimised fuzzy system

Mehdi RamezanifardB. Somayeh Mousavi

Year: 2019 Journal:   Indonesian Journal of Electrical Engineering and Computer Science Vol: 14 (3)Pages: 1196-1196   Publisher: Institute of Advanced Engineering and Science (IAES)

Abstract

<p>Image classification is a challenging problem of computer vision. This study reports a fuzzy system to semantic image classification. As it is a complex task, various information of digital image, including: three color space components and two Zernike moments with different order are gathered and utilized as an input of fuzzy inference system to materialize a robust rotation/lighting condition and size invariant image classifier. For better performance, all the membership functions are optimized by genetic algorithm after empirically design stage. 93.07% and 95.25% classification rates empirically design and optimized systems confirm the reliability of proposed method in different image conditions given in this contribution.</p>

Keywords:
Zernike polynomials Artificial intelligence Fuzzy inference system Classifier (UML) Pattern recognition (psychology) Fuzzy logic Digital image Invariant (physics) Contextual image classification Computer science Computer vision Image (mathematics) Fuzzy control system Mathematics Image processing Adaptive neuro fuzzy inference system

Metrics

4
Cited By
0.76
FWCI (Field Weighted Citation Impact)
10
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Remote-Sensing Image Classification
Physical Sciences →  Engineering →  Media Technology

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