Framework for objective evaluation of privacy filters

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 8856, Issue , 2013, Pages

  Korshunov, Pavel ^a   Melle, Andrea ^a   Dugelay, Jean Luc ^a   Ebrahimi, Touradj ^a  

^a EPFL   (Switzerland)

Author keywords

objective evaluations; Privacy protection; privacy intelligibility tradeoff; video surveillance

Indexed keywords

AUTOMATED VIDEO SURVEILLANCE; FACE DETECTION ALGORITHM; FACE RECOGNITION ALGORITHMS; OBJECTIVE EVALUATION; PRIVACY PROTECTION; PRIVACY-INTELLIGIBILITY TRADEOFF; RECOGNITION ALGORITHM; VIDEO SURVEILLANCE;

FACE RECOGNITION; MONITORING; TOOLS;

SECURITY SYSTEMS;

EID: 84887014631     PISSN: 0277786X     EISSN: 1996756X     Source Type: Conference Proceeding    
DOI: 10.1117/12.2027040     Document Type: Conference Paper

References (24)

1. Dufaux, F. and Ebrahimi, T., \Video surveillance using JPEG 2000," in [proc. SPIE Applications of Digital Image Processing XXVII], 5588, 268-275 (Aug 2004).
2. Boult, T. E., \PICO: Privacy through invertible cryptographic obscuration," in [IEEE Workshop on Com-puter Vision for Interactive and Intelligent Environments], 27-38 (Nov 2005).
3. Velardo, C., Araimo, C., and Dugelay, J.-L., \Synthetic and privacy-preserving visualization of video sensor network outputs," in [5th ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC'11)], 1-5 (Aug 2011).
4. Korshunov, P. and Ebrahimi, T., \Using warping for privacy protection in video surveillance," in [18th International Conference on Digital Signal Processing (DSP)], DSP'13 (June 2013).
5. Korshunov, P., Araimo, C., De Simone, F., Velardo, C., Dugelay, J., and Ebrahimi, T., \Evaluation of visual privacy lters impact on video surveillance intelligibility," in [2012 Fourth International Workshop on Quality of Multimedia Experience (QoMEX)], 150-151 (July 2012).
6. Korshunov, P., Araimo, C., De Simone, F., Velardo, C., Dugelay, J., and Ebrahimi, T., \Subjective study of privacy lters in video surveillance," in [2012 IEEE 14th International Workshop on Multimedia Signal Processing (MMSP)], 378-382 (Sept. 2012).
7. Korshunov, P., Cai, S., and Ebrahimi, T., \Crowdsourcing approach for evaluation of privacy lters in video surveillance," in [Proceedings of the ACM Multimedia 2012 Workshop on Crowdsourcing for Multimedia], CrowdMM'12, 35-40 (Oct. 2012).
8. Viola, P. and Jones, M. J., \Robust real-time face detection," Int. J. Comput. Vision 57, 137-154 (May 2004).
9. Turk, M. and Pentland, A., \Face recognition using eigenfaces," in [Computer Vision and Pattern Recogni-tion, 1991. Proceedings CVPR '91., IEEE Computer Society Conference on], 586-591 (1991).
10. Belhumeur, P., Hespanha, J., and Kriegman, D., \Eigenfaces vs. sherfaces: recognition using class specifific linear projection," Pattern Analysis and Machine Intelligence, IEEE Transactions on 19(7), 711-720 (1997).
11. Ahonen, T., Hadid, A., and Pietikainen, M., \Face description with local binary patterns: Application to face recognition," Pattern Analysis and Machine Intelligence, IEEE Transactions on 28(12), 2037-2041 (2006).
12. Korshunov, P. and Ooi, W. T., \Video quality for face detection, recognition, and tracking," ACM Trans. Multimedia Comput. Commun. Appl. 7, 14:1-14:21 (Sept. 2011).
13. Grgic, M., Delac, K., and Grgic, S., \Scface | surveillance cameras face database," Multimedia Tools Appl. 51, 863-879 (Feb. 2011).
14. Wong, Y., Chen, S., Mau, S., Sanderson, C., and Lovell, B. C., \Patch-based probabilistic image quality assessment for face selection and improved video-based face recognition," in [Computer Vision and Pattern Recognition Workshops (CVPRW)], (2011).
15. Phillips, P. J., Moon, H., Rizvi, S. A., and Rauss, P. J., \The feret evaluation methodology for facerecognition algorithms," IEEE Trans. Pattern Anal. Mach. Intell. 22, 1090-1104 (Oct. 2000).
16. Newton, E., Sweeney, L., and Malin, B., \Preserving privacy by de-identifying face images," IEEE Trans. on Knowledge and Data Engineering 17, 232-243 (Feb 2005).
17. Dufaux, F. and Ebrahimi, T., \A framework for the validation of privacy protection solutions in video surveillance," in [in Proceedings of IEEE International Conference on Multimedia & Expo (ICME 2010)], (July 2010).
18. Zhang, W., Cheung, S., and Chen, M., \Hiding privacy information in video surveillance system," in [in Proc. IEEE International Conference on Image Processing], (Sep 2005).
19. Cheung, S. S., Paruchuri, J. K., and Nguyen, T. P., \Managing privacy data in pervasive camera networks," in [in Proc. IEEE International Conference on Image Processing], (Oct 2008).
20. Park, S.-W., Han, J. W., and Shin, S.-U., \Secure service mechanism of video surveillance system based on h. 264/svc," in [International Conference on Information Technology and Multimedia (ICIM 2011)], 1-4 (nov. 2011).
21. Wickramasuriya, J., Datt, M., Mehrotra, S., and Venkatasubramanian, N., \Privacy protecting data collection in media spaces," in [Proceedings of the 12th annual ACM international conference on Multimedia], 48-55 (Oct. 2004).
22. Ebrahimi, T., Abdeljaoued, Y., i Ventura, R. F., and Escoda, O. D., \MPEG-7 camera," in [Proceedings of International Conference on Image Processing (ICIP 2001)], 3, 600-603 (2001).
23. Senior, A., Pankanti, S., Hampapur, A., Brown, L., Tian, Y.-L., Ekin, A., Connell, J., Shu, C., and Lu, M., \Enabling video privacy through computer vision," IEEE Security and Privacy 3, 50-57 (May 2005).
24. Aved, A. J. and Hua, K. A., \A general framework for managing and processing live video data with privacy protection," Multimedia Syst. 18(2), 123-143 (2012).