Authors:
Dr. Raja Murali Prasad,DOI NO:
https://doi.org/10.26782/jmcms.2019.02.00035Keywords:
image retrieval,color histogram,edge oriented histogram,SVM,Abstract
Costume based real-time image retrieval is challenging task to accomplish. Such an applications is used in many fields like digital photography, multimedia analysis etc. the proposed method uses color and shape features for image feature extraction. The color features are extracted using histogram and shape features are extracted using edge oriented histogram. The proposed algorithm extracts the features accurately and classification is done using SVM classifier. The results prove that the proposed algorithm works well on real-time images.Refference:
I.Chen Jia-Lin, Chen Wan-Yu, Chen I-Kuei, Interactive Clothing Retrieval System, IEEE International Conference on Consumer Electronics (ICCE), 2014:349-350. M. J. Swain, D. H. Ballard, Color Indexing, International Journal of Computer Vision, Vol.7, No.1, 1991:11-32.
II.Choi Yoo-Joo, Kim Ku-Jin, Nam Yunyoung, Retrieval of Identical Clothing Images based on Local Color Histograms, 3rd International Conference on Convergence and Hybrid Information Technology, 2008, 1(1):818-823.
III.Eric Persoon, King-Sun Fu, Shape Discrimination Using Fourier Descrptors, IEEE Transactions on pattern analysis and machine intelligence, VOL. PAMI-8. NO. 3, MAY 1986.
IV.G. Pass, R. Zabin, J. Miller, Comparing Images Using Color Coherence Vectors, In ACM International Conference on Multimedia, Boston, MA, 1996: 65-73.
V.Guang-Hai Liu, Jing-YuYang, Content-based image retrieval using color difference histogram, Pattern Recognition, 46 (2013):188–198.
VI.Guang-Hai Liu, Lei Zhang, Ying-Kun Hou, Zuo-Yong Li, JingYuYang, Image retrieval based on multi-texton histogram, Pattern Recognition, 44(2011):2123-2133.
VII.Guang-Hai Liu, Zuo-Yong li, Lei Zhang, Yong Xu, Image retrieval based on micro-structure descriptor, Pattern Recognition, 43(2010):2380-2389.
VIII.I. Sobel, G. Feldman, “A 3×3 Isotropic Gradient Operator for Image Processing”, presented at the Stanford Artificial Intelligence Project (SAIL) in 1968.
IX.J. HuangS. R. KumarM. MitraW. J. ZhuR. Zabih, Image Indexing Using Color Correlograms, Conference on Computer Vision & Pattern Recognition, 1997:762 –768.
X.Ju-xiang Zhou, Xiao-dong Liu, Tian-wei Xu, Jian-hougan and Wanquan Liu. A new fusion approach for content based image retrieval with color histogram and local directional pattern, Pattern Recognition Letters.
XI.J. Z. Wang, J. Li, G. Wiederholdy, SIMPLIcity: Semantics-sensitive Integrated Matching for Picture Libraries, IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.23, no.9, pp.947-963, 2001.
XII.M. J. Swain, D. H. Ballard, Color Indexing, International Journal of Computer Vision, Vol.7, No.1,1991:11-32.
XIII.M. K. Hu, Visual pattern recognition by moment invariant, IEEE Transactions on Information Theory, 1962, 8(2):179-187.
XIV.M. Stricker, and M. Orengo, “Similarity of color images”, In SPIE Conference on Storage and Retrieval for Image and Video Databases , volume 2420, 1995, pp. 381-392, San Jose, USA.
XV.NavneetDalal, Bill Triggs, Histograms of Oriented Gradients for Human Detection, Proceedings of IEEE Computer Society Conference On Computer Vision and Pattern Recognition, IEEE Press, 2005: 886-893.
XVI.OAB Penatti, RD Silva Torres. Color descriptors for web image retrieval: a comparative study. The XXI Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI „08), Campo Grande, Brazil, 12–15 Oct. 2008: 163–170.
XVII.R. Haralick, K. Shanmugam and I. Dinstein, Textural Features for Image Classification. IEEE Transactions on Systems, Man, and Cybernetics, VOL. SMC-3, No. 6, 1973(12).
XVIII.Tai Sing Lee, Image Representation using 2D Gabor Wavelets, IEEE Transactions on pattern analysis and machine intelligence, VOL. 18, NO. 10, OCTOBER 1996.
XIX.T. Jabid, M. H. Kabir, O. Chae, Local Directional Pattern for Face Recognition, International Journal of Innovative Computing, Information and Control, Vol.8, No.4, April 2012.
XX.T. Ojala, M. Pietikäinen, T. Mäenpää,Multi-resolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns, IEEE Transaction on Pattern Analysis and Machine Intelligence, 2002, 24(7):971-987.
XXI.Wang Hai-long, Du Jun-li, Research on Clothing Image Retrieval Technology and System, 1st International Symposium on Computer Network and Multimedia Technology, 2009.
XXII.Wang Yatong, Fu Wenlong, Wang Yongbin, Retrieval of Clothing Images Based on Color Feature, International Conference on Automation, Mechanical Control and Computational Engineering (AMCCE), location: Jinan, PEOPLES R CHINA, Date: APR 24-26, 2015, Advances in Intelligent Systems Research, Vol.124, p143-149, 2015.
Dr. Raja Murali Prasad View Download