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Decision fusion based on voting scheme for IR and visible face recognition

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Języki publikacji
EN
Abstrakty
EN
In this paper we present an evaluation study of decision fusion strategies for infrared (IR) and visible face recognition. Several decision fusion methods based on a voting scheme (minimization, product and averaging) are discussed, and experiments for various conditions of probe and gallery sets are performed on two databases with paired IR and visible face imageries. The Eigenfaces and Fisherface classification techniques are used to extract the face features, and the performance of fusion methods on both classification approaches is discussed.
Słowa kluczowe
Rocznik
Strony
403--424
Opis fizyczny
Bibliogr. 22 poz., tys., tab., wykr.
Twórcy
autor
autor
  • Faculty of Information Technology. Multimedia University, 63100 Cyberjaya, Malaysia, shahbe@mmu.edu.my
Bibliografia
  • [1] Kirby M., Sirovich L.: Application of the karhunen-loeve procedure for the characterization of human faces, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 12, No. 1, pp. 103-108, 1990.
  • [2] Turk M., Pentland A.: Eigenfaces for recognition. journal of cognitive neuroscience, Vol. 3, pp.71-86, 1991.
  • [3] Turk M., Pentland A.: Face Recognition Using Eigenfaces. Proceedings IEEE Conference on Computer Vision and Pattern Recognition, pp. 586-591, 1991.
  • [4] Ho T. K., Hull J. J. Srihari S. N. : Decision combination in multiple classifier systems, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 16, No. 1, pp. 66-75, 1994.
  • [5] Swets D. L., Weng J.: Using discriminant eigenfeatures for image retrieval. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 18, No. 8, pp. 831-836 1996.
  • [6] Bclhumeur P. N., Hespanha J. P., Kriegman David J.: Eigenfaces vs fisherfaces: recognition using class specific linear projection, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 19, No. 7, July, pp. 711-720, 1997.
  • [7] Saranli A., Demirekler M.: Rank-based multiple-classifier decision combination: a theoretical study, Proceedings of the IEEE International Workshop on Intelligent Signal Processing, September, pp. 51-56, 1999.
  • [8] Tax D. M., Breukelen, and Kittler J.: Combining multiple classifiers by averaging or by multiplying?, Pattern Recognition, Vol. 33, No. 9, September, pp. 1475-1485, 2000.
  • [9] Prokoski F. J.: History, Current Status, and Future of Infrared Identification", Proceedings IEEE Workshop on Computer Vision Beyond the Visible Spectrum: Methods and Applications, pp. 5-14, 2000.
  • [10] Socolinsky D., Wolff L., Neuheisel J., Eveland C.: Illumination invariant face recognition using thermal infrared imagery, Computer Vision and Pattern Recognition, Vol. 1, pp. 527-534, 2001.
  • [11] Socolinsky D., Selinger A., Neuheisel J.: Face Recognition with Visible and Thermal Infrared Imagery, Computer Visio2003 and Image Understanding, Vol. 91, No. 1-2, July, pp.72-114, 2003.
  • [12] Gyaourova A., Bebis B., Pavlidis I.: Fusion of infrared and visible images for face recognition, European Conference on Computer Vision, Vol. IV, pp.456-468, 2004.
  • [13] Chen X., Jing Z., Sun S. and Xiao G.: Fusion of visible and infrared imagery for face recognition, Chinese Optical Letters, Vol. 2, No. 12, December, pp. 694-697, 2004.
  • [14] Heo J., Kong S., Abidi B. and Abidi M.: Fusion of visual and thermal signatures with eyeglass removal for robust face recognition, Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04), pp. 122-127, 2004.
  • [15] Chen Xuerong, Jing Zhongliang, Xiao Gan: Fuzzy fusion for face recognition. 2nd International Conference on Fuzzy Systems and Knowledge Discovery, China, pp. 672-675, 2005.
  • [16] Chen X., Flynn P.J., Bowyer K.W.: IR and wisible light face recognition, Computer Vision and Image Understanding, Vol. 99, Issue 3, September, pp. 332-358, 2005.
  • [17] Hariharan H., Gribok A., Abidi N. and Koschan A.: Image fusion and enhancement via empirical Mode Decomposition, Journal of Pattern Recognition Research, Vol. 1, No. 1, January, pp. 16-32, 2006
  • [18] Bebis G., Gyaourova A., Singh S., Pavlidis I.: Face recognition by fusing thermal infrared and visible imagery. Image and Vision Computing, Vol. 24, pp. 727-742, 2006.
  • [19] Tan Xiaoyang, Chen Songcan, Zhou Zhi-Hua and Zhang Fuyan: Face recognition from a single image per person: A survey. Pattern Recognition, Vol. 39, No. 9, pp. 1725-1745, 2006.
  • [20] http://www.equinoxsensors.com/products/HID.html
  • [21] http://www.cse.ohio-state.edu/OTCBVS-BENCH/bench.html
  • [22] http://www.es.colostate.edu/evalfacerec/algorithms5.html
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BWA1-0036-0011
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