LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması

Vasif V. Nabiyev [1] , Asuman Günay [2]

39 722

Age estimation from facial images and facial age progression is crucial in security systems design. In this study local binary pattern (LBP) histograms are used to classify the age from facial images. The LBP operator is an effective texture descriptor and used in the fields of texture classification, segmentation, face detection, face recognition and gender estimation. The local binary patterns (LBP) are fundamental properties of local image texture and the occurrence histogram of these patterns is an effective texture feature for face description. In the study the faces are divided into small regions from which the LBP histograms are extracted and concatenated into a feature vector to be used as an efficient face descriptor. For every new face presented to the system, spatial LBP histograms are produced and used to classify the image into one of the age classes. In the classification phase we use minimum distance, nearest neighbor and k-nearest neighbor classifiers. The distances between the samples are calculated with Euclidean, normalized Euclidean, chi-square and weighted chi-square distances. The experimental results have shown that system performance is %89 for age estimation.

Age estimation, local binary patterns (LBP), classification
  • [1] A. Lanitis, C. J. Taylor and T. F. Cootes, Toward automatic simulation of aging effects on face images, IEEE Transactions on Pattern Analysis and Machine Intelligence 24 (2002), 442-455.
  • [2] A. F. Valinskiy, Kriminoloji, Yur nauki, Russia 1999.
  • [3] J. Hayashi, M. Yasumoto, H. Ito and H. Koshimizu, Age and gender estimation based on wrinkle texture and color of facial images, Proceedings of the 16th International Conference on Pattern Recognition (ICPR’02) 1 (2002), 405–408.
  • [4] Y. H. Kwon and N. da Vitoria Lobo, Age classification from facial images, Computer Vision and Image Understanding 74 (1999), 1–21.
  • [5] S. Mukaida and H. Ando, Extraction and manipulation of wrinkles and spots for facial image synthesis, Proceedings of the 6th IEEE International Conference on Automatic Face and Gesture Recognition (FGR’04) (2004), 749–754.
  • [6] C. Choi, Age change for predicting future faces, 1999 IEEE International Fuzzy Systems Conference (FUZZ-IEEE’99) Proceedings 3 (1999), 1603–1608.
  • [7] R. Iga, K. Izumi, H. Hayashi, G. Fukano and T. Ohtani, A gender and age estimation system from face images, SICE Annual Conference in Fukui, Fukui University, Japan 1 (2003), 756– 761.
  • [8] T. Kawano, K. Kato and K. Yamamoto, An analysis of the gender and age differentiation using facial parts, 2005 IEEE International Conference on Systems, Man and Cybernetics 4 (2005), 3432–3436.
  • [9] N. Ramanathan and R. Chellappa, Face verification across age progression, IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005) 2 (2005), 462–469.
  • [10] T. Ahonen, A. Hadid and M. Pietikainen, Face recognition with local binary patterns, ECCV 2004, LNCS 3021 (2004), 469–481.
  • [11] A. Hadid, M. Pietikainen and T. Ahonen, A discriminative feature space for detecting and recognizing faces, 2004 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’04) 2 (2004), 797–804.
  • [12] H-C Lian and B-L Lu, Multi-view gender classification using local binary patterns and support vector machines, ISNN (2)’06, LNCS 3972 (2006), 202–209.
  • [13] L. He, C. Zou, L. Zhao and D. Hu, An enhanced LBP feature based on facial expression recognition, Proceedings of the 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference (2006), 3300–3303.
  • [14] J. M. Parramon, Bas ve Portre Cizme Sanatı, Remzi Kitabevi, Istanbul 2000.
  • [15] T. Ojala, M. Pietikainen and T. Maenpaa, Multiresolution gray-scale and rotation invariant texture classification with local binary patterns, IEEE Transactions on Pattern Analysis and Machine Intelligence 24 (2002), 971–987.
  • [16] V. V. Nabiyev, Algoritmalar, Teoriden Uygulamalara, Seckin Yayıncılık, Ankara 2009.
  • [17] P. J. Phillips, H. Wechsler, J. Huang and P. Rauss, The FERET database and evaluation procedure for face-recognition algorithms, Image and Vision Computing 16 (1998), 295–306.
  • [18] P. J. Phillips, H. Moon, S.A. Rizvi and P. J. Rauss, The FERET evaluation methodology for face-recognition algorithms, IEEE Transactions on Pattern Analysis and Machine Intelligence 22 (2000), 1090–1104.
Konular Mühendislik
Dergi Bölümü Makaleler
Yazarlar

Yazar: Vasif V. Nabiyev (Sorumlu Yazar)

Yazar: Asuman Günay

Bibtex @araştırma makalesi { cankujse369663, journal = {Çankaya Üniversitesi Bilim ve Mühendislik Dergisi}, issn = {1309-6788}, eissn = {2564-7954}, address = {Çankaya Üniversitesi}, year = {2011}, volume = {8}, pages = { - }, doi = {}, title = {LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması}, key = {cite}, author = {Nabiyev, Vasif V. and Günay, Asuman} }
APA Nabiyev, V , Günay, A . (2011). LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması. Çankaya Üniversitesi Bilim ve Mühendislik Dergisi, 8 (1), . Retrieved from http://dergipark.gov.tr/cankujse/issue/33205/369663
MLA Nabiyev, V , Günay, A . "LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması". Çankaya Üniversitesi Bilim ve Mühendislik Dergisi 8 (2011): <http://dergipark.gov.tr/cankujse/issue/33205/369663>
Chicago Nabiyev, V , Günay, A . "LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması". Çankaya Üniversitesi Bilim ve Mühendislik Dergisi 8 (2011):
RIS TY - JOUR T1 - LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması AU - Vasif V. Nabiyev , Asuman Günay Y1 - 2011 PY - 2011 N1 - DO - T2 - Çankaya Üniversitesi Bilim ve Mühendislik Dergisi JF - Journal JO - JOR SP - EP - VL - 8 IS - 1 SN - 1309-6788-2564-7954 M3 - UR - Y2 - 2019 ER -
EndNote %0 Çankaya Üniversitesi Bilim ve Mühendislik Dergisi LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması %A Vasif V. Nabiyev , Asuman Günay %T LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması %D 2011 %J Çankaya Üniversitesi Bilim ve Mühendislik Dergisi %P 1309-6788-2564-7954 %V 8 %N 1 %R %U
ISNAD Nabiyev, Vasif V. , Günay, Asuman . "LBP Yardımıyla Görüntüdeki Kişinin Yaşının Bulunması". Çankaya Üniversitesi Bilim ve Mühendislik Dergisi 8 / 1 (Mayıs 2011): -.