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Zeile 34: Zeile 34:
 
Computer , vol.28, no.9, pp.23-32, Sep 1995
 
Computer , vol.28, no.9, pp.23-32, Sep 1995
  
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[3] Ching-Hung Su; Huang-Sen Chiu; Tsai-Ming Hsieh; , "[[An efficient
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[3] Ching-Hung Su; Huang-Sen Chiu; Tsai-Ming Hsieh; , [[An efficient
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image retrieval based on HSV color space]]," Electrical and Control
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image retrieval based on HSV color space]], Electrical and Control
 
Engineering (ICECE), 2011 International Conference on , pp.5746-
 
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5749, 16-18 Sept. 2011
 
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[5] Youngeun An; Riaz, M.; Jongan Park; , "[[Cbir based on adaptive
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segmentation of hsv color space]]," Computer Modelling and
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Simulation (UKSim), 2010 12th International Conference on ,
 
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pp.248-251, 24-26 March 2010
 
pp.248-251, 24-26 March 2010
  
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[6] Do, M.N.; Vetterli, M.; , "[[The contourlet transform: an efficient
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[6] Do, M.N.; Vetterli, M.; , [[The contourlet transform: an efficient
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directional multiresolution image representation]]," Image Processing,
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directional multiresolution image representation]], Image Processing,
 
IEEE Transactions on , vol.14, no.12, pp.2091-2106, Dec. 2005
 
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Zeile 58: Zeile 58:
 
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[8] Das, S.; Kundu, M.K.; , "[[Fusion of multimodality Medical Images
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[8] Das, S.; Kundu, M.K.; , [[Fusion of multimodality Medical Images
 
using combined Activity Level Measurement and Contourlet
 
using combined Activity Level Measurement and Contourlet
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Transform]]," Image Information Processing (ICIIP), 2011
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[9] Brandt, S.; Laaksonen, J.; Oja, E.; "[[Statistical shape features in
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[12] Salih, N.D.; Besar, R.; Abas, F.S.; , "[[Multi-level shape description
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technique]]," Information Technology and Multimedia (ICIM), 2011
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technique]], Information Technology and Multimedia (ICIM), 2011
 
International Conference on , pp.1-5, 14-16 Nov. 2011
 
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[13] Hiremath, P.S.; Pujari, J.; "[[Content based image retrieval using color,
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texture and shape features]]," Advanced Computing and
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texture and shape features]], Advanced Computing and
 
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[14] Saad, M.H.; Saleh, H.I.; Konbor, H.; Ashour, M.; , "[[Image retrieval
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[14] Saad, M.H.; Saleh, H.I.; Konbor, H.; Ashour, M.; , [[Image retrieval
 
based on integration between YCbCr color histogram and shape
 
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feature]]," Computer Engineering Conference (ICENCO), 2011
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feature]], Computer Engineering Conference (ICENCO), 2011
 
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[15] Fakheri, M.; Amirani, M.C.; Sedghi, T.; , "[[Gabor wavelets and gvf
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[15] Fakheri, M.; Amirani, M.C.; Sedghi, T.; , [[Gabor wavelets and gvf
 
functions for feature extraction in efficient content based colour and
 
functions for feature extraction in efficient content based colour and
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texture images retrieval]]," Machine Vision and Image Processing
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texture images retrieval]], Machine Vision and Image Processing
 
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[16] Rai, H.G.N.; Xiaobo Shen; Deepak, K.S.; Krishna, P.R.; , "[[Hybrid
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[16] Rai, H.G.N.; Xiaobo Shen; Deepak, K.S.; Krishna, P.R.; , [[Hybrid
 
feature to encode shape and texture for Content Based Image
 
feature to encode shape and texture for Content Based Image
−
Retrieval]]," Image Information Processing (ICIIP), 2011 International
+
Retrieval]], Image Information Processing (ICIIP), 2011 International
 
Conference on , pp.1-6, 3-5 Nov. 2011
 
Conference on , pp.1-6, 3-5 Nov. 2011
  
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[17] Chen Liu; Zhou Wei; , "[[Multi-feature Method: An integrated content
+
[17] Chen Liu; Zhou Wei; , [[Multi-feature Method: An integrated content
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based image retrieval system]]," Intelligence Information Processing
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based image retrieval system]], Intelligence Information Processing
 
and Trusted Computing (IPTC), 2011 2nd International Symposium
 
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on , pp.43-46, 22-23 Oct. 2011
 
on , pp.43-46, 22-23 Oct. 2011
  
−
[18] Mianshu Chen; Ping Fu; Yuan Sun; Hui Zhang; , "[[Image retrieval
+
[18] Mianshu Chen; Ping Fu; Yuan Sun; Hui Zhang; , [[Image retrieval
 
based on multi-feature similarity score fusion using genetic
 
based on multi-feature similarity score fusion using genetic
−
algorithm]]," Computer and Automation Engineering (ICCAE), 2010
+
algorithm]], Computer and Automation Engineering (ICCAE), 2010
 
The 2nd International Conference on , vol.2, pp.45-49, 26-28 Feb.
 
The 2nd International Conference on , vol.2, pp.45-49, 26-28 Feb.
 
2010
 
2010

Version vom 14. Juni 2016, 22:22 Uhr


Referenz

Raghupathi Gali; M. L. Dewal; R. S. Anand: Genetic Algorithm for Content Based Image Retrieval. Computational Intelligence, Communication Systems and Networks (CICSyN), 2012 Fourth International Conference on, 243 - 247.

DOI

http://dx.doi.org/10.1109/CICSyN.2012.52

Abstract

In this work for CBIR system, all the image feature descriptors including color descriptors, texture descriptors and shape descriptors are used to represent low-level image features. Implementation of one feature descriptor doesn't give sufficient retrieval accuracy. For combining of different types of features, there is a need to train these features with different weights to achieve good results. A real coded chromosome genetic algorithm (GA) and anyone performance evaluation parameter of CBIR like precision or recall are used as fitness function to optimize feature weights. Meanwhile, a real coded chromosome corresponding to higher precision as fitness function is used to select optimum weights of features. The optimal weights of features computed by GA have improved significantly all the evaluation measures including average precision and average recall for the combined features method.

Extended Abstract

Bibtex

@INPROCEEDINGS{6274348,
author={R. Gali and M. L. Dewal and R. S. Anand},
booktitle={Computational Intelligence, Communication Systems and Networks (CICSyN), 2012 Fourth International Conference on},
title={Genetic Algorithm for Content Based Image Retrieval},
year={2012},
pages={243-247},
keywords={content-based retrieval;genetic algorithms;image colour analysis;image retrieval;image texture;CBIR system;GA;coded chromosome genetic algorithm;color descriptors;content based image retrieval;fitness function;genetic algorithm;image feature descriptors;image features;performance evaluation parameter;shape descriptors;texture descriptors;Biological cells;Feature extraction;Genetic algorithms;Image color analysis;Image edge detection;Image retrieval;Shape;CBIR;Features;GA},
doi={10.1109/CICSyN.2012.52},
url={http://dx.doi.org/10.1109/CICSyN.2012.52 http://de.evo-art.org/index.php?title=Genetic_Algorithm_for_Content_Based_Image_Retrieval},
month={July} 
}

Used References

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[3] Ching-Hung Su; Huang-Sen Chiu; Tsai-Ming Hsieh; , [[An efficient image retrieval based on HSV color space]], Electrical and Control Engineering (ICECE), 2011 International Conference on , pp.5746- 5749, 16-18 Sept. 2011

[4] Xiaojie Li; Weilan Wang; Wei Yang; , [[Improved local accumulate histogram-based Thangka Image Retrieval]], Image Analysis and Signal Processing (IASP), 2010 International Conference on , pp.318-321, 9-11 April 2010

[5] Youngeun An; Riaz, M.; Jongan Park; , [[Cbir based on adaptive segmentation of hsv color space]], Computer Modelling and Simulation (UKSim), 2010 12th International Conference on , pp.248-251, 24-26 March 2010

[6] Do, M.N.; Vetterli, M.; , [[The contourlet transform: an efficient directional multiresolution image representation]], Image Processing, IEEE Transactions on , vol.14, no.12, pp.2091-2106, Dec. 2005

[7] Ghadiri, Farnoosh; Zabihi, Seyed Mohsen; Pourreza, Hamid Reza; Banaee, Touka; , "A novel method for vessel detection using Contourlet Transform," Communications (NCC), 2012 National Conference on , pp.1-5, 3-5 Feb. 2012

[8] Das, S.; Kundu, M.K.; , [[Fusion of multimodality Medical Images using combined Activity Level Measurement and Contourlet Transform]], Image Information Processing (ICIIP), 2011 International Conference on , pp.1-6, 3-5 Nov. 2011

[9] Brandt, S.; Laaksonen, J.; Oja, E.; [[Statistical shape features in content-based image retrieval]], Pattern Recognition, 2000. Proceedings. 15th International Conference on , vol.2, pp.1062-1065, 2000

[10] Wang, J.Z.; Jia Li; Wiederhold, G.; , "SIMPLIcity: semanticssensitive integrated matching for picture libraries," Pattern Analysis and Machine Intelligence, IEEE Transactions on , vol.23, no.9, pp.947-963, Sep 2001

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[12] Salih, N.D.; Besar, R.; Abas, F.S.; , [[Multi-level shape description technique]], Information Technology and Multimedia (ICIM), 2011 International Conference on , pp.1-5, 14-16 Nov. 2011

[13] Hiremath, P.S.; Pujari, J.; [[Content based image retrieval using color, texture and shape features]], Advanced Computing and Communications, 2007. ADCOM 2007. International Conference on , pp.780-784, 18-21 Dec. 2007.

[14] Saad, M.H.; Saleh, H.I.; Konbor, H.; Ashour, M.; , [[Image retrieval based on integration between YCbCr color histogram and shape feature]], Computer Engineering Conference (ICENCO), 2011 Seventh International , pp.97-102, 27-28 Dec. 2011

[15] Fakheri, M.; Amirani, M.C.; Sedghi, T.; , [[Gabor wavelets and gvf functions for feature extraction in efficient content based colour and texture images retrieval]], Machine Vision and Image Processing (MVIP), 2011 7th Iranian , pp.1-5, 16-17 Nov. 2011

[16] Rai, H.G.N.; Xiaobo Shen; Deepak, K.S.; Krishna, P.R.; , [[Hybrid feature to encode shape and texture for Content Based Image Retrieval]], Image Information Processing (ICIIP), 2011 International Conference on , pp.1-6, 3-5 Nov. 2011

[17] Chen Liu; Zhou Wei; , [[Multi-feature Method: An integrated content based image retrieval system]], Intelligence Information Processing and Trusted Computing (IPTC), 2011 2nd International Symposium on , pp.43-46, 22-23 Oct. 2011

[18] Mianshu Chen; Ping Fu; Yuan Sun; Hui Zhang; , [[Image retrieval based on multi-feature similarity score fusion using genetic algorithm]], Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on , vol.2, pp.45-49, 26-28 Feb. 2010

[19] Available on 07/04/2012 at URL: http://www.obitko.com/tutorials/genetic-algorithms/introduction.php

[20] Available on 07/04/2012 at URL: http://www.geatbx.com/docu/algindex.html

[21] Corel database. [Online]. Available: http://wang.ist.psu.edu/docs/related.shtml.

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