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Cuckoo search with search strategies and proper objective function for brightness preserving image enhancement
- Source :
- Pattern Recognition and Image Analysis. 27:695-712
- Publication Year :
- 2017
- Publisher :
- Pleiades Publishing Ltd, 2017.
-
Abstract
- Image enhancement can be formulated as an optimization problem where one parameterized transformation function is used for enhancement purpose. The proper enhancement significantly depends on two factors- fine tuning of the parameters of the corresponding parameterized transformation function and other one is the selection of a proper objective function. In this study a parameterized variant of histogram equalization (HE) has been used for enhancement purpose and to tune the parameters of that variant a modified cuckoo search (CS) with new global and local search strategies is employed. This paper also concentrates on the selection of a proper objective function to preserve the original brightness of the image. A new objective function has been developed by combining fractal dimension (FD) and quality index based on local variance (QILV). Visual analysis and experimental results prove that modified CS with search strategies outperforms the traditional and some other existing modified CS algorithms. Considering the image’s brightness preserving capability, the proposed objective function significantly outperforms other existing objective functions.
- Subjects :
- Mathematical optimization
Brightness
Optimization problem
business.industry
Computer science
Parameterized complexity
020206 networking & telecommunications
02 engineering and technology
Computer Graphics and Computer-Aided Design
Image (mathematics)
Pattern recognition (psychology)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Local search (optimization)
Computer Vision and Pattern Recognition
Cuckoo search
business
Histogram equalization
Subjects
Details
- ISSN :
- 15556212 and 10546618
- Volume :
- 27
- Database :
- OpenAIRE
- Journal :
- Pattern Recognition and Image Analysis
- Accession number :
- edsair.doi...........4c46dc4de81f3357ce38ff5c1815b199