جداسازي تصوير به مؤلفه‌هاي بافت و ساختار براي بازيابي تصوير بر اساس محتوا
الموضوعات :سعید حیاتی 1 , سعید سریزدی 2 , حسین نظام‌آبادی‌پور 3
1 - دانشگاه شهید باهنر کرمان
2 - دانشگاه شهید باهنر کرمان
3 - دانشگاه شهید باهنر کرمان
الکلمات المفتاحية: نمايه‌سازي تصوير بازيابي تصوير بر اساس محتوا جداسازي تصوير استخراج ويژگي بافت ساختار,
ملخص المقالة :
در اين مقاله روش جديدي براي استخراج ويژگي‌هاي سطح پايين و نمايه‌سازي تصوير بر مبناي جداسازي تصوير به مؤلفه‌هاي بافت و ساختار ارائه شده است. ايده اصلي اين تحقيق جداسازي تصاوير به مؤلفه‌هاي بافت و ساختار براي کاهش اثر مخرب وجود بافت و ساختار به‌صورت هم‌زمان در تصوير در مرحله استخراج ويژگي است. همچنين نشان داده شده است که با ترکيب بردار ويژگي استخراج‌شده از مؤلفه‌هاي بافت و ساختار، دقت در سيستم بازيابي تصوير به مقدار قابل توجهي افزايش مي‌يابد. براي ارزيابي روش پيشنهادي، از يک پايگاه داده عام شامل 10000 تصوير از 82 گروه معنايي متفاوت استفاده شده است. نتايج آزمايش‌ها کارايي اين روش را تأييد مي‌کند.
[1] Y. Liu, D. Zhang, G. Lu, and W. Ma, "A survey of content-based image retrieval with high-level semantics," Pattern Recognition, vol. 40, no. 1, pp. 262-282, Jan. 2007.
[2] J. Aujol, G. Gilboa, T. Chan, and S. Osher, "Structure-texture image decomposition - modeling, algorithms, and parameter selection," Int. J. of Computer Vision, vol. 67, no. 1, pp. 111-136, Apr. 2006.
[3] S. F. Chang, T. Sikora, and A. Purl, "Overview of the MPEG - 7 standard," IEEE Trans. on Circuits and Systems for Video Technology, vol. 11, no. 6, pp. 688-695, Jun. 2001.
[4] L. Rudin, S. Osher, and E. Fatemi, "Nonlinear total variation based noise removal algorithm," Physica, vol. 60, no. 1-4, pp. 259-268, Nov. 1992.
[5] Y. Meyer, Oscillating Pattern in Image Processing and Nonlinear Evolution Equations, the 15th Dean Jacqueline B. Lewis Memorial Lectures, 2002.
[6] L. Vese and S. Osher, "Modeling texture with total variation minimization and oscillating patterns in image processing," J. of Scientific Computing, vol. 19, no. 1-3, pp. 553-572, Dec. 2003.
[7] L. Vese, S. Osher, "Color texture modeling and color image decomposition in variational PDE approach," in Proc. of the Eighth Int. Symp. on Symbolic and Numeric Algorithms for Scientific Computing, SYNASC'06, pp.103-110, 2006.
[8] P. Clough, M. Grubinger, A. Hangury, and H. Muller, "Overview of the imageclef 2007 photographic retrieval task," in Proc. CLEF 2007 Workshop, LNCS, Budapest, Hungary, pp. 445-471, 2008.
[9] R. Shahidi and C. Moloney, "Decorrelating structure and texture components of a variational decomposition," IEEE Trans. on Image Processing, vol. 18, no. 2, pp. 299-309, Feb. 2009.
[10] R. Shahidi and C. Moloney, "Variational textured image decomposition with improved edge segregation," in Proc. IEEE Int. Conf. on Image Processing, ICIP'06, pp. 1569-1572, 8-11 Oct. 2006.
[11] J. Murong, K. Huiling, W. Qian, and C. Yunmei, "Adaptive parameter computing on structure-texture image decomposition," in Proc. Int. Conf. on Computer Science and Software Engineering, pp. 371-373, 12-14 Dec. 2008.
[12] K. A. Patwardhan and G. Sapiro, "Automatic image decomposition," in Proc. IEEE Int. Conf. on Image Processing, ICIP'04, vol. 1, pp. 645-648, Sep. 2004.
[13] S. J. Osher, A. Sole, and L. A. Vese, "Image decomposition and restoration using total variation minimization and the H-1 norm," Sci. Multiscal Model. Simul., vol. 1, no. 3, pp. 349-370, 2003.
[14] T. Sikora, "The MPEG-7 visual standard for content description - an overview," IEEE Trans. on Circuit and System for Video Technology, vol. 11, no. 6, pp. 696-702, Jun. 2001.
[15] J. Winn, A. Criminisi, and T. Minka, "Object categorization by learned universal visual dictionary," in Proc. IEEE Intl. Conf. on Computer Vision, vol. 2, pp. 1800-1807, Beijing, China, Oct. 2008.
[16] F. Magouyres, "Mathematical analysis of model which combines total variation and wavelet fo image restoration," in Proc. Workshop on Image Processing and Related Mathematical Topics, 10 pp., 2002.
[17] I. Daubechies and G. Teschke, "Variational image restoration by means of wavelets: simultaneous decomposition, deblurring and denoising," App. Comp. Harmonic Analysis, vol. 19, no. 1, pp. 1-17, Jul. 2005.
[18] D. K. Park, Y. S. Jeon, and C. S. Won, "Efficient use of local edge histogram descriptor," in Proc. 2000 ACM workshops on Multimedia, pp. 51-54, 2000.
[19] J. Z. Wang, J. Li, D. Chan, and G. Wiederhold, "Semantics - sensitive retrieval for digital picture libraries," Digital Library Magazine, vol. 5, no. 11, Nov. 1999.
[20] D. Paquin, D. Levy, E. Schreibmann, and L. Xing, "Multiscale image registration," Math. Biosci. Eng., vol. 3, pp. 389-418, 2006.
[21] A. Yamada, M. Pickering, S. Jeannin, L. Cieplinski, J. R. Ohm, and M. Editors, Eds., "MPEG - 7 visual part of experimentation model version 8.0," ISO/IEC JTC1/SC29/WG11/N3673, Oct. 2000.
[22] B. S. Manjunath, J. R. Ohm, V. V. Vasudevan, and A. Yamada, "MPEG-7 color and texture descriptors," IEEE Trans. Circuits Syst. Video Technol., vol. 11, no. 6, pp. 703-715, Jun. 2001.
[23] J. Z Wang, J. Li, and G. Wiederhold, "SDIMPLIcity: semantic sensitive integratede matching for picture libraries," IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 23, no. 9, pp. 142-147, Sep. 1999.
[24] ش. شمسي‌گوشکي، بازيابي تصاوير رنگي بر پايه محتوا با استفاده از روش‌هاي چندپرسشي و بازخورد ربط، پايان‌نامه کارشناسي ارشد، دانشگاه شهيد باهنر کرمان، ارديبهشت 1389.
[25] ح. نظام آبادي پور و ا. کبير، "ارزيابي معيارهاي عدم شباهت در بازيابي و طبقه‌بندي تصوير،" فصلنامه فني و مهندسي مدرس، ش. 22، صص. 98-89، زمستان 1384.
[26] س. حياتي، س. سريزدي، ح. نظام آبادي پور و ا. شمسي، "رهيافتي جديد براي نمايه‌سازي تصاوير بر اساس تجزيه تصوير،" پانزدهمين کنفرانس سالانه انجمن کامپيوتر ايران، تهران، اسفند 1388.
[27] س. حياتي، جداسازي تصوير به مؤلفه‌هاي بافت و ساختار براي بازيابي تصوير بر اساس محتوا، پايان‌نامه کارشناسي ارشد، دانشگاه شهيد باهنر کرمان، تير 1389.
[28] F. Zhang, X. Ye, and W. Liu, "Image decomposition and texture segmentation via sparse representation," IEEE Signal Processing Letters, vol. 15, pp. 641-644, 2008.
[29] M. Bertalmio, L. Vese, G. Sapiro, and S. Osher, "Simultaneous structure and texture image inpainting," IEEE Trans. Image Processing, vol. 12, no. 8, pp. 882-889, Aug. 2003.
[30] K. Singh, M. Ma, D. W. Park, and S. An, "Image indexing based on MPEG-7 scalable color descriptor," Key Engineering Material, vol. 277-279, pp. 375-382, 2005.
