A User-Centric Approach to Facial Recognition for TV Content
Metadata
- Publisher
- SMPTE
- Doc Type
- Journal Article
- Content Type
- Original Research
- Abbreviated Title
- SMPTE Motion Imaging Jour.
- Volume
- 134, No. 6, pp. 43–49
- Abstract
- Facial recognition technology (FRT) in broadcasting often lacks evaluation methods tailored to video content and the operational requirements of broad-casters and media archives. We present a user-centric framework that meets these needs through targeted performance metrics and operational workflows that improve relevance, efficiency, and compliance. The approach supports responsible deployment in television and media-archive contexts under the General Data Protection Regulation (GDPR) and the European AI Act.
- Publication Date
- 2025-10-01
- DOI
10.5594/JMI.2025/OJDI1382- ISSN
- Print:
1545-0279| Electronic:2160-2492 - Link
- https://doi.org/10.5594/JMI.2025/OJDI1382
- Author(s)
- Alexandre RouxelAlberto MessinaSebastien DucretPierre Fouche
- Keyword(s)
- Facial Recognition, User-Centric Metrics, Computational Efficiency, Media Archives
- Copyright
- © 2025 SMPTE
Bibliographic Reference(s)
- W. J. Scheirer, A. Rocha, A. Sapkota, and T. E. Boult, “Toward open set recognition,” IEEE Trans. Pattern Anal. Mach. Intell., 35(7): 1757–1772, 2013. EXTERNAL
- H. Larochelle, D. Erhan, and Y. Bengio, “Zero-data learning of new tasks,” Proc. AAAI Conf. Artif Intell., pp. 646–651, 2008. EXTERNAL
- P. J. Phillips, P. Grother, and R. Micheals, “Evaluation methods in face recognition,” in Handbook Face Recognit., pp. 551–574, 2011. EXTERNAL
- Q. Cao, L. Shen, W. Xie, O. M. Parkhi, and A. Zisserman, “VGGFace2: A dataset for recognising faces across pose and age,” Proc. IEEE Int. Conf. Autom. Face Gesture Recognit., pp. 67–74, May 2018. EXTERNAL
- G. B. Huang, M. Mattar, T. Berg, and E. Learned-Miller, “Labeled faces in the wild: A database for studying face recognition in unconstrained environments,” Proc. Work-shop Faces Real-Life Images: Detection, Alignment, Recognit., Oct. 2008. EXTERNAL
- H. Du, H. Shi, D. Zeng, X. P. Zhang, and T. Mei, “The elements of end-to-end deep face recognition: A survey of recent advances,” ACM Comput. Surveys, pp. 1–42, 2022. EXTERNAL
- P. R. C. Mendes, A. J. G. Busson, S. Colcher, D. Schwabe, A. L. V. Guedes, and C. Laufer, “A cluster-matching-based method for video face recognition,” Proc. Brazilian Symp. Multimedia Web, pp. 97–104, Nov. 2020. EXTERNAL
- Regulation (EU) 2016/679 of the European Parliament and of the Council of 27 Apr. 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data and repealing Directive 95/46/EC (General Data Protection Regulation). EXTERNAL
- A. Rouxel, A. Messina, I. Thomas, and T. Mladenovic, “Driving media innovation through collaborative artificial intelligence,” J. Digit. Media Manag., 13(3): 234–245, Mar. 2025. EXTERNAL
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Alexandre Rouxel, Alberto Messina, Sebastien Ducret, and Pierre Fouche; A User-Centric Approach to Facial Recognition for TV Content, MIJ 2025, Volume 134, Number 6 (pp. 43 to 49); SMPTE, 2025. Available at https://doi.org/10.5594/JMI.2025/OJDI1382
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Alexandre Rouxel, Alberto Messina, Sebastien Ducret, and Pierre Fouche; A User-Centric Approach to Facial Recognition for TV Content, MIJ 2025, Volume 134, Number 6 (pp. 43 to 49); SMPTE, 2025. Available at https://doi.org/10.5594/JMI.2025/OJDI1382
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Alexandre Rouxel, Alberto Messina, Sebastien Ducret, and Pierre Fouche; A User-Centric Approach to Facial Recognition for TV Content, MIJ 2025, Volume 134, Number 6 (pp. 43 to 49); SMPTE, 2025. Available at https://doi.org/10.5594/JMI.2025/OJDI1382
Snippet:
<span class="citation">Alexandre Rouxel, Alberto Messina, Sebastien Ducret, and Pierre Fouche; <cite>A User-Centric Approach to Facial Recognition for TV Content</cite>, MIJ 2025, Volume 134, Number 6 (pp. 43 to 49); SMPTE, 2025. Available at <a href="https://doi.org/10.5594/JMI.2025/OJDI1382" target="_blank" rel="noopener">https://doi.org/10.5594/JMI.2025/OJDI1382</a></span>
SMPTE's HTML Pub
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Alexandre Rouxel, Alberto Messina, Sebastien Ducret, and Pierre Fouche; A User-Centric Approach to Facial Recognition for TV Content, MIJ 2025, Volume 134, Number 6 (pp. 43 to 49); SMPTE, 2025
doi: 10.5594/JMI.2025/OJDI1382
url: https://doi.org/10.5594/JMI.2025/OJDI1382
doi: 10.5594/JMI.2025/OJDI1382
url: https://doi.org/10.5594/JMI.2025/OJDI1382
Snippet:
<li> Alexandre Rouxel, Alberto Messina, Sebastien Ducret, and Pierre Fouche; <cite id="bib-10-5594-jmi-2025-ojdi1382">A User-Centric Approach to Facial Recognition for TV Content</cite>, MIJ 2025, Volume 134, Number 6 (pp. 43 to 49); SMPTE, 2025 <span class="doi">10.5594/JMI.2025/OJDI1382</span> </li>