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2017 | OriginalPaper | Chapter

Retrieval of Homogeneous Images Using Appropriate Color Space Selection

Authors : L. K. Pavithra, T. Sree Sharmila

Published in: Computational Intelligence in Data Mining

Publisher: Springer Singapore

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Abstract

In this paper, convenient color space selection issue in content-based image retrieval system for low-level feature mining is addressed by the exploration of color edge histogram feature extraction on HSV, YIQ, YUV, and YCbCr color spaces. Moreover, Haar wavelet transform is applied to reduce feature vector count for the beneficial to speed up the retrieval process, and then semantic retrieval is obtained via similarity metric. Retrieval accuracy of each color space is analyzed through the parameters such as precision, recall, and response time of the system. Experimental results show that HSV color space-based retrieval system averagely gives 5%, 18.3%, and 26% high retrieval than the YIQ, YUV, and YCbCr color spaces, respectively.

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Literature
1.
go back to reference Singha, M., Hemachandran, K.: Content Based Image Retrieval using Color and Texture. Signal and Image Processing: An International Journal (SIPIJ). 3(1), (2012) 39–57. Singha, M., Hemachandran, K.: Content Based Image Retrieval using Color and Texture. Signal and Image Processing: An International Journal (SIPIJ). 3(1), (2012) 39–57.
2.
go back to reference Rui, Y., Huang, T.S.: Image Retrieval: Current Techniques, Promising Directions, and Open Issues. Journal of Visual Communication and Image Representation. 10, (1999) 39–62. Rui, Y., Huang, T.S.: Image Retrieval: Current Techniques, Promising Directions, and Open Issues. Journal of Visual Communication and Image Representation. 10, (1999) 39–62.
3.
go back to reference Swain, M.J, Ballard, D.H.: Color indexing. International Journal of Computer Vision. 7(1), (1991) 11–32. Swain, M.J, Ballard, D.H.: Color indexing. International Journal of Computer Vision. 7(1), (1991) 11–32.
4.
go back to reference Ford, A., Roberts, A.: Colour Space Conversions. (1998). Ford, A., Roberts, A.: Colour Space Conversions. (1998).
5.
go back to reference Wan, X., Kuo, C.-C.: Color distribution analysis and quantization for image retrieval. SPIE Storage and Retrieval for Image and Video Databases IV 2670. 8, (1996) 9–16. Wan, X., Kuo, C.-C.: Color distribution analysis and quantization for image retrieval. SPIE Storage and Retrieval for Image and Video Databases IV 2670. 8, (1996) 9–16.
6.
go back to reference Liu, Y., Zhang, Y., Zhang, C.: A fast algorithm for YCbCr to perception color model conversion based on fixed-point DSP. Multimedia Tools Appl. 74, (2015) 6041–6067. Liu, Y., Zhang, Y., Zhang, C.: A fast algorithm for YCbCr to perception color model conversion based on fixed-point DSP. Multimedia Tools Appl. 74, (2015) 6041–6067.
7.
go back to reference Mojsilovic, A., Hu, J., Soljanin, E.: Extraction of Perceptually Important Colors and Similarity Measurement for Image Matching, Retrieval, and Analysis. IEEE Transactions on Image Processing. 11(11), (2002) 1238–1248. Mojsilovic, A., Hu, J., Soljanin, E.: Extraction of Perceptually Important Colors and Similarity Measurement for Image Matching, Retrieval, and Analysis. IEEE Transactions on Image Processing. 11(11), (2002) 1238–1248.
8.
go back to reference Martinez-Alajarin, J., Luis-Delgado, J. D., Tomas-Balibrea, L.M.: Automatic System for Quality-Based Classification of Marble Textures. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews. 35(4), (2005) 488–497. Martinez-Alajarin, J., Luis-Delgado, J. D., Tomas-Balibrea, L.M.: Automatic System for Quality-Based Classification of Marble Textures. IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews. 35(4), (2005) 488–497.
9.
go back to reference Tkalcic, M., Tasic, J.F.: Color spaces: perceptual, historical and applicational background EUROCON 2003. Computer as a Tool The IEEE Region 8. 1, (2003) 304–308. Tkalcic, M., Tasic, J.F.: Color spaces: perceptual, historical and applicational background EUROCON 2003. Computer as a Tool The IEEE Region 8. 1, (2003) 304–308.
10.
go back to reference Liu, Y., Zhang, Y., Zhang, C.: A fast algorithm for YCbCr to perception color model conversion based on fixed-point DSP. Multimedia Tools Applications. 74, (2015) 6041–6067. Liu, Y., Zhang, Y., Zhang, C.: A fast algorithm for YCbCr to perception color model conversion based on fixed-point DSP. Multimedia Tools Applications. 74, (2015) 6041–6067.
11.
go back to reference Sapkal, A., Munot, M., Joshi, M.: R’G’B’ to Y’CbCr Color Space Conversion Using FPGA. The IET International Conference on wireless, Mobile and Multimedia Networks. (2008) 255–258. Sapkal, A., Munot, M., Joshi, M.: R’G’B’ to Y’CbCr Color Space Conversion Using FPGA. The IET International Conference on wireless, Mobile and Multimedia Networks. (2008) 255–258.
12.
go back to reference Wang, X.Y., Wu1, J.F., Yang, H.Y.: Robust image retrieval based on color histogram of local feature regions. Multimedia Tools Appl. 49 (2), (2010) 323–345. Wang, X.Y., Wu1, J.F., Yang, H.Y.: Robust image retrieval based on color histogram of local feature regions. Multimedia Tools Appl. 49 (2), (2010) 323–345.
13.
go back to reference Huang, J., Ravi Kumar, S., Mitra, M., Zhu, W.J., Zabih, R.: Image indexing using color correlograms. IEEE Conference on Computer Vision and Pattern Recognition. (1997) 762–768. Huang, J., Ravi Kumar, S., Mitra, M., Zhu, W.J., Zabih, R.: Image indexing using color correlograms. IEEE Conference on Computer Vision and Pattern Recognition. (1997) 762–768.
14.
go back to reference Smith, J.R., Chang, S.F.: Single Color Extraction and Image Query. Proceedings of the IEEE International Conference on Image Processing. 3, (1995) 528–531. Smith, J.R., Chang, S.F.: Single Color Extraction and Image Query. Proceedings of the IEEE International Conference on Image Processing. 3, (1995) 528–531.
15.
go back to reference Singha, M., Hemachandran, K.: Performance analysis of Color Spaces in Image Retrieval. Assam University Journal of Science & Technology, Physical Sciences and Technology. 7(2), (2011) 94–104. Singha, M., Hemachandran, K.: Performance analysis of Color Spaces in Image Retrieval. Assam University Journal of Science & Technology, Physical Sciences and Technology. 7(2), (2011) 94–104.
16.
go back to reference Wan, X., Kuo, J.C-C.: A New Approach to Image Retrieval with Hierarchical Color Clustering. IEEE Transactions on Circuits and Systems for Video Technology. 8(5), (1998) 628−643. Wan, X., Kuo, J.C-C.: A New Approach to Image Retrieval with Hierarchical Color Clustering. IEEE Transactions on Circuits and Systems for Video Technology. 8(5), (1998) 628−643.
17.
go back to reference Tsai, M.J.: Very Low Bit Rate Color Image Compression By Using Stack-Run-End Coding. IEEE Transactions on Consumer Electronics. 46(2), (2000) 368–374. Tsai, M.J.: Very Low Bit Rate Color Image Compression By Using Stack-Run-End Coding. IEEE Transactions on Consumer Electronics. 46(2), (2000) 368–374.
18.
go back to reference Singha, M., Hemachandran, K., Paul, A.: Content-based image retrieval using the combination of the fast wavelet transformation and the colour histogram. IET Image Processing. 6 (9), (2012) 1221–1226. Singha, M., Hemachandran, K., Paul, A.: Content-based image retrieval using the combination of the fast wavelet transformation and the colour histogram. IET Image Processing. 6 (9), (2012) 1221–1226.
19.
go back to reference Agarwal, S., Verma, A.K., Dixit, N.: Content Based Image Retrieval using Color Edge Detection and Discrete Wavelet Transform. IEEE International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT). (2014) 368–372. Agarwal, S., Verma, A.K., Dixit, N.: Content Based Image Retrieval using Color Edge Detection and Discrete Wavelet Transform. IEEE International Conference on Issues and Challenges in Intelligent Computing Techniques (ICICT). (2014) 368–372.
21.
go back to reference Canny, J.: A Computational Approach to Edge Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence. 8(6), (1986) 679–698. Canny, J.: A Computational Approach to Edge Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence. 8(6), (1986) 679–698.
Metadata
Title
Retrieval of Homogeneous Images Using Appropriate Color Space Selection
Authors
L. K. Pavithra
T. Sree Sharmila
Copyright Year
2017
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-3874-7_70

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