A two-layer framework for piecewise linear manifold-based head pose estimation

International Journal of Computer Vision

Volumn 101, Issue 2, 2013, Pages 270-287

  Foytik, Jacob ^a   Asari, Vijayan K ^a  

^a UNIVERSITY OF DAYTON   (United States)

Author keywords

Coarse to fine; Gabor filter; Head pose estimation; Phase congruency; Piecewise linear manifold

Indexed keywords

COARSE TO FINE; DATA SETS; EMBEDDING TECHNIQUE; ESTIMATION SYSTEMS; HEAD POSE ESTIMATION; IMAGE VARIATIONS; LINEAR FUNCTIONS; LINEAR METHODS; LINEAR SUBSPACE METHODS; NON-LINEAR RELATIONSHIPS; NONLINEAR MANIFOLDS; PHASE CONGRUENCY; PIECEWISE LINEAR; POSE ESTIMATION; POSE MANIFOLD; POSE-VARYING FACES; STATE OF THE ART; TWO-LAYER SYSTEMS;

FACE RECOGNITION; GABOR FILTERS;

PIECEWISE LINEAR TECHNIQUES;

EID: 84873152671     PISSN: 09205691     EISSN: 15731405     Source Type: Journal    
DOI: 10.1007/s11263-012-0567-y     Document Type: Article

References (23)

1. Balasubramanian, V. N., Ye, J., & Panchanathan, S. (2007). Biased manifold embedding: a framework for person-independent head pose estimation. In IEEE conference on computer vision and pattern recognition (pp. 1-7).
2. Belhumeur, J.H., & Kriegman, D. (1997). Eigenfaces vs. fisherfaces: recognition using class-specific linear projection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 19, 711-720.
3. BenAbdelkader, C. (2010). Robust head pose estimation using supervised manifold learning. In ECCV'10. Proceedings of the 11th European conference on computer vision: part VI (pp. 518-531). Berlin: Springer.
4. Foytik, J., Asari, V., Tompkins, R., & Youssef, M. (2010). Phase space for face pose estimation. In Advances in visual computing (pp. 49-58).
5. Fu, Y., & Huang, T. S. (2006). Graph embedded analysis for head pose estimation. In IEEE international conference on automatic face and gesture recognition (pp. 3-8).
6. Gourier, N., Hall, D., & Crowley, J. L. (2004). Estimating face orientation from robust detection of salient facial features. In Proceedings of Pointing 2004, ICPR, international workshop on visual observation of deictic gestures.
7. Gourier, N., Maisonnasse, J., Hall, D., & Crowley, J. L. (2006). Head pose estimation on low resolution images. In CLEAR 2006, South.
8. Haj, M. A., Gonzalez, J., & Davis, L. S. (2012). On partial least squares in head pose estimation: how to simultaneously deal with misalignment. In 25th IEEE computer vision and pattern recognition.
9. Kovesi, P. (1999). Image features from phase congruency. In VIDERE journal of computer vision research (Vol. 1).
10. Li, Z., Fu, Y., Yuan, J., Huang, T. S., & Wu, Y. (2007). Query driven localized linear discriminant models for head pose estimation. In IEEE international conference on multimedia and expo (pp. 1810-1813).
11. Little, G., Krishna, S., Black, J., & Panchanathan, S. (2005). A methodology for evaluating robustness of face recognition algorithms with respect to changes in pose and illumination angle. In IEEE international conference on acoustics, speech, and signal processing (pp. 89-92).
12. Ma, B., Zhang, W., Shan, S., Chen, X., & Gao, W. (2006). Robust head pose estimation using lgbp. In International conference on pattern recognition (pp. 512-515).
13. Ma, B., Shan, S., Chen, X., & Gao, W. (2008). Head yaw estimation from asymmetry of facial appearance. IEEE Transactions on Systems, Man and Cybernetics, 38, 1501-1512.
14. Melzer, T., Reiter, M., & Bischof, H. (2003). Appearance models based on kernel canonical correlation analysis. In Pattern recognition (pp. 1961-1971).
15. Murphy-Chutorian, E., & Trivedi, M. M. (2008). Head pose estimation in computer vision: a survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 31, 607-626.
16. Murphy-Chutorian, E., Doshi, A., & Trivedi, M. (2007). Head pose estimation for driver assistance systems: a robust algorithm and experimental evaluation. In Intelligent transportation systems conference (pp. 709-714).
17. Oppenheim, A., & Lim, J. (1981). The importance of phase in signals. Proceedings of the IEEE, 69, 529-541.
18. Sherrah, J., Gong, S., & Ong, E. J. (2001). Face distributions in similarity space under varying head pose. Image and Vision Computing, 19, 807-819.
19. Stiefelhagen, R. (2004). Estimating head pose with neural networks results on the Pointing04 ICPR workshop evaluation data. In Proceedings of ICPR workshop visual observation of deictic gestures.
20. Tu, J., Fu, Y., Hu, Y., & Huang, T. (2007). Evaluation of head pose estimation for studio data. In Proceedings of the 1st international evaluation conference on classification of events, activities and relationships (pp. 281-290).
21. Voit, M., Nickel, K., & Stiefelhagen, R. (2006). Neural network-based head pose estimation and multi-view fusion. In LNCS. Proceedings of CLEAR workshop (pp. 299-304).
22. Wang, X., Huang, X., Gao, J., & Yang, R. (2008). Illumination and person-insensitive head pose estimation using distance metric learning. In Proceedings of the 10th European conference on computer vision: part II (pp. 624-637).
23. Wu, J., & Trivedi, M. M. (2005). An integrated two-stage framework for robust head pose estimation. In IEEE international workshop on analysis and modeling of faces and gestures (pp. 321-335).