{"title":"Person Re-Identification Using Siamese Convolutional Neural Network","authors":"Sello Mokwena, Monyepao Thabang","volume":211,"journal":"International Journal of Computer and Information Engineering","pagesStart":342,"pagesEnd":346,"ISSN":"1307-6892","URL":"https:\/\/publications.waset.org\/pdf\/10013681","abstract":"<p>In this study, we propose a comprehensive approach to address the challenges in person re-identification models. By combining a centroid tracking algorithm with a Siamese convolutional neural network model, our method excels in detecting, tracking, and capturing robust person features across non-overlapping camera views. The algorithm efficiently identifies individuals in the camera network, while the neural network extracts fine-grained global features for precise cross-image comparisons. The approach's effectiveness is further accentuated by leveraging the camera network topology for guidance. Our empirical analysis of benchmark datasets highlights its competitive performance, particularly evident when background subtraction techniques are selectively applied, underscoring its potential in advancing person re-identification techniques.<\/p>","references":"[1]\tG. O. Young, \u201cSynthetic structure of industrial plastics (Book style with paper title and editor),\u201d in Plastics, 2nd ed. vol. 3, J. Peters, Ed. New York: McGraw-Hill, 1964, pp. 15\u201364.\r\n[2]\tW.-K. Chen, Linear Networks and Systems (Book style).\tBelmont, CA: Wadsworth, 1993, pp. 123\u2013135.\r\n[3]\tH. Poor, An Introduction to Signal Detection and Estimation. New York: Springer-Verlag, 1985, ch. 4.\r\n[4]\tB. Smith, \u201cAn approach to graphs of linear forms (Unpublished work style),\u201d unpublished.\r\n[5]\tE. H. Miller, \u201cA note on reflector arrays (Periodical style\u2014Accepted for publication),\u201d World Academy of Science, Engineering and Technology Trans. Antennas Propagat., to be published.\r\n[6]\tJ. Wang, \u201cFundamentals of erbium-doped fiber amplifiers arrays (Periodical style\u2014Submitted for publication),\u201d World Academy of Science, Engineering and Technology J. Quantum Electron., submitted for publication.\r\n[7]\tC. J. Kaufman, Rocky Mountain Research Lab., Boulder, CO, private communication, May 1995.\r\n[8]\tY. Yorozu, M. Hirano, K. Oka, and Y. Tagawa, \u201cElectron spectroscopy studies on magneto-optical media and plastic substrate interfaces (Translation Journals style),\u201d World Academy of Science, Engineering and Technology Transl. J. Magn.Jpn., vol. 2, Aug. 1987, pp. 740\u2013741 (Dig. 9th Annu. Conf. Magnetics Japan, 1982, p. 301).\r\n[9]\tM. Young, The Technical Writers Handbook. Mill Valley, CA: University Science, 1989.\r\n[10]\tJ. U. Duncombe, \u201cInfrared navigation\u2014Part I: An assessment of feasibility (Periodical style),\u201d World Academy of Science, Engineering and Technology Trans. Electron Devices, vol. ED-11, pp. 34\u201339, Jan. 1959.\r\n[11]\tS. Chen, B. Mulgrew, and P. M. Grant, \u201cA clustering technique for digital communications channel equalization using radial basis function networks,\u201d World Academy of Science, Engineering and Technology Trans. Neural Networks, vol. 4, pp. 570\u2013578, July 1993.\r\n[12]\tR. W. Lucky, \u201cAutomatic equalization for digital communication,\u201d Bell Syst. Tech. J., vol. 44, no. 4, pp. 547\u2013588, Apr. 1965.\r\n[13]\tS. P. Bingulac, \u201cOn the compatibility of adaptive controllers (Published Conference Proceedings style),\u201d in Proc. 4th Annu. Allerton Conf. Circuits and Systems Theory, New York, 1994, pp. 8\u201316.\r\n[14]\tG. R. Faulhaber, \u201cDesign of service systems with priority reservation,\u201d in Conf. Rec. 1995 World Academy of Science, Engineering and Technology Int. Conf. Communications, pp. 3\u20138.\r\n[15]\tW. D. Doyle, \u201cMagnetization reversal in films with biaxial anisotropy,\u201d in 1987 Proc. INTERMAG Conf., pp. 2.2-1\u20132.2-6.","publisher":"World Academy of Science, Engineering and Technology","index":"Open Science Index 211, 2024"}