Improving AdaBoost based face detection using face-color preferable selective attention

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5326 LNCS, Issue , 2008, Pages 88-95

  Kim, Bumhwi ^a   Ban, Sang Woo ^b   Lee, Minho ^a  

^a Kyungpook National University   (South Korea)

^b Dongguk University   (South Korea)

Author keywords

AdaBoost; Face detection; Saliency map; Selective attention

Indexed keywords

ADAPTIVE BOOSTING; COLOR; IMAGE SEGMENTATION;

ADABOOST ALGORITHM; ADABOOST BASED FACE DETECTION; DETECTION PERFORMANCE; HUMAN FACE DETECTION; LOCALIZATION OF FACES; SALIENCY MAP; SELECTIVE ATTENTION; SELECTIVE ATTENTION MODEL;

FACE RECOGNITION;

EID: 58049113859     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-88906-9_12     Document Type: Conference Paper

References (13)

1. Yang, M., Kriegman, D.J., Ahuja, N.: Detecting faces in images: a survey. IEEE Trans. Patt. Anal. Mach. Intell. 24(1), 34-58 (2002)
2. Viola, P., Jones, M.J.: Robust real-time face detection. International Journal of Computer Vision 57(2), 137-154(2004)
3. Walther, D., Itti, L., Riesenhuber, M., Poggio, T., Koch, C.: Attentional selection for object recognition - a gentle way. In: Biilthoff, H.H., Lee, S.-W., Poggio, T.A., Wallraven, C. (eds.) BMCV 2002. LNCS, vol. 2525, pp. 472-479. Springer, Heidelberg (2002)
4. Serre, T., Riesenhuber, M., Louie, J., Poggio, T.: On the role of object-specific features for real world object recognition in biological vision. In: Biilthoff, H.H., Lee, S.-W., Poggio, T.A., Wallraven, C. (eds.) BMCV 2002. LNCS, vol. 2525, pp. 387-397. Springer, Heidelberg (2002)
5. Navalpakkam, V., Itti, L.: An integrated model of top-down and bottom-up attention for optimal object detection. In: CVPR, pp. 2049-2056 (2006)
6. Siagian, C., Itti, L.: Biologically-inspired face detection: Non-Brute-Force-Search approach, 2004. In: CVPRW 2004, Washington, DC, USA, vol. 5, pp. 62-69 (2004)
7. Ban, S.W., Lee, M., Yang, H.S.: A face detection using biologically motivated bottom-up saliency map model and top-down perception model. Neurocomputing 56, 475-480 (2004)
8. Schiller, P.H.: Area V4 of the primary visual cortex. American Psychological Society 3(3), 89-92(1994)
9. Goldstein, E.B.: Sensation and perception, 4th edn. An international Thomson publishing company, USA (1996)
10. Park, S.J., An, K.H., Lee, M.: Saliency map model with adaptive masking based on independent component analysis. Neurocomputing 49, 417-422 (2002)
11. Kovač, J., Peer, P., Solina, F.: Human skin colour clustering for face detection. EUROCON 2, 144-148 (2003)
12. Otsu, N.: A threshold selection method from gray-level histogram. IEEE Trans. System Man Cybernetics, 62-66 (1979)
13. UCD Valid Database, http://ee.ucd. ie/validdb/datasets.html