Abstract
This paper presents a face recognition method based on a sequence of images. Face shape is reconstructed from images using a combination of structure-from-motion and multi-view stereo methods. The reconstructed 3D face model is compared against models held in a gallery. The novel element in the presented approach is the fact, that the reconstruction is based only on input images and doesn’t require a generic, deformable face model. Experimental verification of the proposed method is also included.
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References
Bowyer, K., Chang, K., Flynn, P.: A survey of 3d and multi-modal 3d+2d face recognition. Computer Vision and Image Understanding 101(1), 1–15 (2006)
Chang, K., Bowyer, K., Flynn, P.: An evaluation of multi-modal 2d+3d face biometrics. IEEE Transactions on Pattern Analysis and Machine Intelligence 27, 619–624 (2005)
Cheng, C., Lai, S.: An integrated approach to 3d face model reconstruction from video. In: IEEE ICCV Workshop on Recognition, Analysis, and Tracking of Faces and Gestures in Real-Time Systems (2001)
Fidaleo, D., Medioni, G.: Model-assisted 3d face reconstruction from video. In: Proceedings of the 3rd International Conference on Analysis and Modeling of Faces and Gestures (2007)
Furukawa, Y., Ponce, J.: Accurate, dense, and robust multiview stereopsis. IEEE Transactions on Pattern Analysis and Machine Intelligence 32(8), 1362–1376 (2010)
Horn, B.: Closed-form solution of absolute orientation using unit quaternions. Journal of the Optical Society of America 4(4), 629–642 (1987)
Komorowski, J., Rokita, P.: Camera pose estimation from sequence of calibrated images. Advances in Intelligent Systems and Computing, Image Processing and Communication Challenges 4 184, 101–110 (2012)
Komorowski, J., Rokita, P.: Extrinsic camera calibration method and its performance evaluation. In: Bolc, L., Tadeusiewicz, R., Chmielewski, L.J., Wojciechowski, K. (eds.) ICCVG 2012. LNCS, vol. 7594, pp. 129–138. Springer, Heidelberg (2012)
Rusinkiewicz, S., Levoy, M.: Efficient variants of the icp algorithm. In: Proceedings of the Third International Conference on 3D Digital Imaging and Modeling, pp. 145–152 (2001)
Seitz, S., Curless, B., Diebel, J., Scharstein, D., Szeliski, R.: A comparison and evaluation of multi-view stereo reconstruction algorithms. In: Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (2006)
Spreeuwers, L.: Multi-view passive acquisition device for 3d face recognition. Proceedings of the Special Interest Group on Biometrics and Electronic Signatures 137, 13–24 (2008)
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Komorowski, J., Rokita, P. (2013). Face Recognition Based on Sequence of Images. In: Burduk, R., Jackowski, K., Kurzynski, M., Wozniak, M., Zolnierek, A. (eds) Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013. Advances in Intelligent Systems and Computing, vol 226. Springer, Heidelberg. https://doi.org/10.1007/978-3-319-00969-8_20
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DOI: https://doi.org/10.1007/978-3-319-00969-8_20
Publisher Name: Springer, Heidelberg
Print ISBN: 978-3-319-00968-1
Online ISBN: 978-3-319-00969-8
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