Call for Paper - August 2022 Edition
IJCA solicits original research papers for the August 2022 Edition. Last date of manuscript submission is July 20, 2022. Read More

Performance Comparison of Gradient Mask Texture based Image Retrieval Techniques using Global and Local Hybrid Wavelet Transforms with Ternary Image Maps

Print
PDF
International Journal of Computer Applications
© 2012 by IJCA Journal
Volume 46 - Number 2
Year of Publication: 2012
Authors:
H. B. Kekre
Sudeep D. Thepade
Varun K. Banura
Sanchit Khandelwal
10.5120/6881-9184

H B Kekre, Sudeep D Thepade, Varun K Banura and Sanchit Khandelwal. Article: Performance Comparison of Gradient Mask Texture based Image Retrieval Techniques using Global and Local Hybrid Wavelet Transforms with Ternary Image Maps. International Journal of Computer Applications 46(2):27-35, May 2012. Full text available. BibTeX

@article{key:article,
	author = {H. B. Kekre and Sudeep D. Thepade and Varun K. Banura and Sanchit Khandelwal},
	title = {Article: Performance Comparison of Gradient Mask Texture based Image Retrieval Techniques using Global and Local Hybrid Wavelet Transforms with Ternary Image Maps},
	journal = {International Journal of Computer Applications},
	year = {2012},
	volume = {46},
	number = {2},
	pages = {27-35},
	month = {May},
	note = {Full text available}
}

Abstract

The theme of the work presented here is performance comparison of gradient mask texture based image retrieval techniques using global and local hybrid wavelet transforms generated from the combination of Walsh, Haar and Kekre transforms. Ternary image maps of Prewitt/Robert/Sobel filtered images are compared with '64-pattern' texture set generated using local and global hybrid wavelet transforms for matching number of ones, minus ones & zeros per texture pattern. The proposed content based image retrieval (CBIR) techniques are tested on a generic image database having 1000 images spread across 11 categories. For each proposed CBIR technique 55 queries (randomly selected 5 per image category) are fired on the image database. To compare the performance of image retrieval techniques average precision and recall of all the queries per image retrieval technique are computed. In the discussed image retrieval methods, the '64-pattern' shape texture generated using Haar-Walsh (HW) global hybrid wavelet transform matrix with Sobel as gradient operator gives the highest crossover point of precision and recall indicating better performance.

References

  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Performance Comparison of Texture Pattern Based Image Retrieval Methods using Walsh, Haar and Kekre Transforms with Assorted Thresholding Methods", International Journal of Computer Science and Information Security (IJCSIS), Volume 9, Number 3, 2011 (ISSN: 1947-5500), Available online at http://sites. google. com/site/ijcsis
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Amelioration of Walsh-Hadamard Texture Patterns based Image Retrieval using HSV Color Space", International Journal of Computer Science and Information Security (IJCSIS), Volume 9, Number 3, 2011 (ISSN: 1947-5500), Available online at http://sites. google. com/site/ijcsis
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Performance Comparison of Texture Pattern based Image Retrieval using Haar Transform with Binary and Ternary Image Maps", International Journal of Computer Applications (IJCA), Proceedings on International Conference and workshop on Emerging Trends in Technology (ICWET 2011), Number 3, Artilcle 5, 2011. pp. 23-28 (ISBN: 978-93-80747-67-2), Available online at http://www. ijcaonline. org
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Image Retrieval using Texture Patterns generated from Walsh-Hadamard Transform Matrix and Image Bitmaps", Springer International Conference on Technology Systems and Management (ICTSM 2011), MPSTME and DJSCOE, Mumbai, 25-27 Feb 2011. Available online at Springerlink.
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Query by Image Texture Pattern content using Haar Transform Matrix and Image Bitmaps", Invited at ACM International Conference and Workshop on Emerging Trends in Technology (ICWET 2011), TCET, Mumbai, 25-26 Feb 2011. The paper will be uploaded online on ACM portal.
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Image Retrieval using Shape Texture Patterns generated from Walsh-Hadamard Transform and Gradient Image Bitmaps", International Journal of Computer Science and Information Security (IJCSIS), Volume 8, Number 9, 2010. pp. 76-82 (ISSN: 1947-5500), Available online at http://sites. google. com/site/ijcsis
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Augmentation of Colour Averaging Based Image Retrieval Techniques using Even part of Images and Amalgamation of feature vectors", International Journal of Engineering Science and Technology (IJEST), Volume 2, Issue 10, (ISSN: 0975-5462) Available online at http://www. ijest. info
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Amelioration of Colour Averaging Based Image Retrieval Techniques using Even and Odd parts of Images", International Journal of Engineering Science and Technology (IJEST), Volume 2, Issue 9, (ISSN: 0975-5462) Available online at http://www. ijest. info.
  • Dr. H. B. Kekre, Sudeep D. Thepade, Akshay Maloo, "Query by Image Content Using Colour Averaging Techniques", International Journal of Engineering Science and Technology (IJEST), Volume 2, Issue 6, 2010. pp. 1612-1622 (ISSN: 0975-5462) Available online at http://www. ijest. info.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Boosting Block Truncation Coding using Kekre's LUV Color Space for Image Retrieval", WASET International Journal of Electrical, Computer and System Engineering (IJECSE), Volume 2, Number 3, pp. 172-180, Summer 2008. Available online at http://www. waset. org/ijecse/v2/v2-3-23. pdf
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Image Retrieval using Augmented Block Truncation Coding Techniques", ACM International Conference on Advances in Computing, Communication and Control (ICAC3-2009), pp. 384-390, 23-24 Jan 2009, Fr. Conceicao Rodrigous College of Engg. , Mumbai. Is uploaded on online ACM portal.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Scaling Invariant Fusion of Image Pieces in Panorama Making and Novel Image Blending Technique", International Journal on Imaging (IJI), www. ceser. res. in/iji. html, Volume 1, No. A08, pp. 31-46, Autumn 2008.
  • Hirata K. and Kato T. "Query by visual example – content-based image retrieval", In Proc. of Third International Conference on Extending Database Technology, EDBT'92, 1992, pp 56-71
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Rendering Futuristic Image Retrieval System", National Conference on Enhancements in Computer, Communication and Information Technology, EC2IT-2009, 20-21 Mar 2009, K. J. Somaiya College of Engineering, Vidyavihar, Mumbai-77.
  • Minh N. Do, Martin Vetterli, "Wavelet-Based Texture Retrieval Using Generalized Gaussian Density and Kullback-Leibler Distance", IEEE Transactions On Image Processing, Volume 11, Number 2, pp. 146-158, February 2002.
  • B. G. Prasad, K. K. Biswas, and S. K. Gupta, "Region –based image retrieval using integrated color, shape, and location index", International Journal on Computer Vision and Image Understanding Special Issue: Colour for Image Indexing and Retrieval, Volume 94, Issues 1-3, April-June 2004, pp. 193-233.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Creating the Color Panoramic View using Medley of Grayscale and Color Partial Images ", WASET International Journal of Electrical, Computer and System Engineering (IJECSE), Volume 2, No. 3, Summer 2008. Available online at www. waset. org/ijecse/v2/v2-3-26. pdf.
  • Stian Edvardsen, "Classification of Images using color, CBIR Distance Measures and Genetic Programming", Ph. D. Thesis, Master of science in Informatics, Norwegian university of science and Technology, Department of computer and Information science, June 2006.
  • R. C. Gonsalez, R. E. Woods "Digital Image Processing", Second Edition, Pearson Publication
  • Zhibin Pan, Kotani K. , Ohmi T. , "Enhanced fast encoding method for vector quantization by finding an optimally-ordered Walsh transform kernel", ICIP 2005, IEEE International Conference, Volume 1, pp I - 573-6, Sept. 2005.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Improving 'Color to Gray and Back' using Kekre's LUV Color Space", IEEE International Advanced Computing Conference 2009 (IACC'09), Thapar University, Patiala, INDIA, 6-7 March 2009. Is uploaded at online at IEEE Xplore.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Image Blending in Vista Creation using Kekre's LUV Color Space", SPIT-IEEE Colloquium and International Conference, Sardar Patel Institute of Technology, Andheri, Mumbai, 04-05 Feb 2008.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Color Traits Transfer to Grayscale Images", In Proc. of IEEE First International Conference on Emerging Trends in Engg. & Technology, (ICETET-08), G. H. Raisoni COE, Nagpur, INDIA. Uploaded on online IEEE Xplore.
  • http://wang. ist. psu. edu/docs/related/Image. orig (Last referred on 23 Sept 2008)
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Using YUV Color Space to Hoist the Performance of Block Truncation Coding for Image Retrieval", IEEE International Advanced Computing Conference 2009 (IACC'09), Thapar University, Patiala, INDIA, 6-7 March 2009.
  • Dr. H. B. Kekre, Sudeep D. Thepade, Archana Athawale, Anant Shah, Prathmesh Verlekar, Suraj Shirke,"Energy Compaction and Image Splitting for Image Retrieval using Kekre Transform over Row and Column Feature Vectors", International Journal of Computer Science and Network Security (IJCSNS),Volume:10, Number 1, January 2010, (ISSN: 1738-7906) Available at www. IJCSNS. org.
  • Dr. H. B. Kekre, Sudeep D. Thepade, Archana Athawale, Anant Shah, Prathmesh Verlekar, Suraj Shirke, "Walsh Transform over Row Mean and Column Mean using Image Fragmentation and Energy Compaction for Image Retrieval", International Journal on Computer Science and Engineering (IJCSE), Volume 2, Issue 1, January 2010, (ISSN: 0975–3397). Available online at www. enggjournals. com/ijcse.
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Image Retrieval using Color-Texture Features Extracted from Walshlet Pyramid", ICGST International Journal on Graphics, Vision and Image Processing (GVIP), Volume 10, Issue I, Feb. 2010, pp. 9-18, Available online www. icgst. com/gvip/Volume10/Issue1/P1150938876. html
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Color Based Image Retrieval using Amendment Block Truncation Coding with YCbCr Color Space", International Journal on Imaging (IJI), Volume 2, Number A09, Autumn 2009, pp. 2-14. Available online at www. ceser. res. in/iji. html.
  • Dr. H. B. Kekre, Tanuja Sarode, Sudeep D. Thepade, "Color-Texture Feature based Image Retrieval using DCT applied on Kekre's Median Codebook", International Journal on Imaging (IJI), Volume 2, Number A09, Autumn 2009,pp. 55-65. Available online at www. ceser. res. in/iji. html (ISSN: 0974-0627).
  • Dr. H. B. Kekre, Sudeep D. Thepade, Akshay Maloo "Performance Comparison for Face Recognition using PCA, DCT &WalshTransform of Row Mean and Column Mean", ICGST International Journal on Graphics, Vision and Image Processing (GVIP), Volume 10, Issue II, Jun. 2010, pp. 9-18, Available online http://209. 61. 248. 177/gvip/Volume10/Issue2/P1181012028. pdf. .
  • Dr. H. B. Kekre, Sudeep D. Thepade, "Improving the Performance of Image Retrieval using Partial Coefficients of Transformed Image", International Journal of Information Retrieval, Serials Publications, Volume 2, Issue 1, 2009, pp. 72-79 (ISSN: 0974-6285)
  • Dr. H. B. Kekre, Sudeep D. Thepade, Archana Athawale, Anant Shah, Prathmesh Verlekar, Suraj Shirke, "Performance Evaluation of Image Retrieval using Energy Compaction and Image Tiling over DCT Row Mean and DCT Column Mean", Springer-International Conference on Contours of Computing Technology (Thinkquest-2010), Babasaheb Gawde Institute of Technology, Mumbai, 13-14 March 2010, The paper will be uploaded on online Springerlink.
  • Dr. H. B. Kekre, Tanuja K. Sarode, Sudeep D. Thepade, Vaishali Suryavanshi,"Improved Texture Feature Based Image Retrieval using Kekre's Fast Codebook Generation Algorithm", Springer-International Conference on Contours of Computing Technology (Thinkquest-2010), Babasaheb Gawde Institute of Technology, Mumbai, 13-14 March 2010, The paper will be uploaded on online Springerlink.
  • Dr. H. B. Kekre, Tanuja K. Sarode, Sudeep D. Thepade, "Image Retrieval by Kekre's Transform Applied on Each Row of Walsh Transformed VQ Codebook", (Invited), ACM-International Conference and Workshop on Emerging Trends in Technology (ICWET 2010),Thakur College of Engg. And Tech. , Mumbai, 26-27 Feb 2010, The paper is invited at ICWET 2010. Also will be uploaded on online ACM Portal.
  • Dr. H. B. Kekre, Sudeep D. Thepade, Shobhit W. , P. Mukharjee, S. Singh, Miti K. , "Image Retrieval with Shape Features Extracted using Gradient Operators and Slope Magnitude Technique with BTC", International Journal of Computer Applications (IJCA), Volume 6, Number 8, pp. 28-23, September 2010. Available online at http://www. ijcaonline. org/volume6/number8/pxc3871430. pdf
  • Dr. H. B. Kekre, Sudeep D. Thepade, Varun K. Banura, "Performance Comparison of Gradient Mask Texture Based Image Retrieval Techniques using Walsh, Haar and Kekre Transforms with Image Maps", International Journal of Computer Applications (IJCA), Proceedings on International Conference on Technology Systems and Management (ICTSM 2011), Number 3, Artilcle 8, 2011. pp. 1-8 (ISBN: 978-93-80746-62-5), Available online at http://www. ijcaonline. org
  • Dr. H. B. Kekre, Dr. Sudeep D. Thepade, Varun K. Banura, Aanchal Bhatia, "Image Retrieval using Fractional Coefficients of Orthogonal Wavelet Transformed Images with Seven Image Transforms", International Journal of Computer Applications (IJCA),Volume 30 , Number 1, Article 3, 2011. pp. 14-20 (ISBN: 978-93-80864-84-7), Available online at http://www. ijcaonline. org
  • Dr. H. B. Kekre, Dr. Sudeep D. Thepade, Varun K. Banura, Ankit Khandelwal "Introducing Global and Local Walsh Wavelet Transform for Texture Pattern Based Image Retrieval", International Journal of Computer Science and Network Security (IJCSNS), Volume 11, Number 9, 2011. pp. 65-72, Available online at http://ijcsns. org
  • Dr. H. B. Kekre, Dr. Sudeep D. Thepade, Dr. Tanuja K. Sarode, Varun K. Banura, "Reduction in Feature Vector Size of Colour Averaging Based Image Retrieval Techniques using Walsh Wavelet Pyramid Levels", International Journal of Computer Applications (IJCA), Volume 32, Number 3, Article 5, 2011. pp. 28-35 (ISBN: 978-93-80865-16-7), Available online at http://www. ijcaonline. org
  • Dr. H. B. Kekre, Dr. Sudeep D. Thepade, Dr. Tanuja K. Sarode, Varun K. Banura, "Performance Comparison of Image Retrieval Using KFCG with Assorted Pixel Window Sizes in RGB and LUV Color Spaces", International Journal of Electronics and Communication Technologies (IJECT), Volume 3, Issue 1, 2012. pp. 177-182, Available online at http://iject. org
  • Dr. H. B. Kekre, Dr. Sudeep D. Thepade, Varun K. Banura, Ankit Khandelwal, "Augmentation of Image Retrieval using Fractional Coefficients of Hybrid Wavelet Transformed Images with Seven Image Transforms", International Journal of Computer Science and Technology (IJCST), Volume 3, Issue 1, 2012. pp. 557-563, Available online at http://ijcst. com