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Face Recognition Based on Sequence of Images

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Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 226))

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

  1. 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)

    Article  Google Scholar 

  2. 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)

    Article  Google Scholar 

  3. 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)

    Google Scholar 

  4. 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)

    Google Scholar 

  5. Furukawa, Y., Ponce, J.: Accurate, dense, and robust multiview stereopsis. IEEE Transactions on Pattern Analysis and Machine Intelligence 32(8), 1362–1376 (2010)

    Article  Google Scholar 

  6. Horn, B.: Closed-form solution of absolute orientation using unit quaternions. Journal of the Optical Society of America 4(4), 629–642 (1987)

    Article  MathSciNet  Google Scholar 

  7. 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)

    Article  Google Scholar 

  8. 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)

    Chapter  Google Scholar 

  9. 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)

    Google Scholar 

  10. 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)

    Google Scholar 

  11. 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)

    Google Scholar 

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Correspondence to Jacek Komorowski .

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© 2013 Springer International Publishing Switzerland

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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

  • eBook Packages: EngineeringEngineering (R0)

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