Smart City Gnosys
Smart city article details
| Title | On The Design Of Privacy-Aware Cameras: A Study On Deep Neural Networks |
|---|---|
| ID_Doc | 39967 |
| Authors | Carvalho M.; Ennaffi O.; Chateau S.; Bachir S.A. |
| Year | 2023 |
| Published | Lecture Notes in Computer Science, 13806 LNCS |
| DOI | http://dx.doi.org/10.1007/978-3-031-25075-0_17 |
| Abstract | In spite of the legal advances in personal data protection, the issue of private data being misused by unauthorized entities is still of utmost importance. To prevent this, Privacy by Design is often proposed as a solution for data protection. In this paper, the effect of camera distortions is studied using Deep Learning techniques commonly used to extract sensitive data. To do so, we simulate out-of-focus images corresponding to a realistic conventional camera with fixed focal length, aperture, and focus, as well as grayscale images coming from a monochrome camera. We then prove, through an experimental study, that we can build a privacy-aware camera that cannot extract personal information such as license plate numbers. At the same time, we ensure that useful non-sensitive data can still be extracted from distorted images. Code is available on https://github.com/upciti/privacy-by-design-semseg. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG. |
| Author Keywords | Deep learning; LPDR; Privacy by design; Privacy-aware camera; Semantic segmentation; Smart city |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
42050  | 0.871 | Dufraisse M.; Carvalho M.; Trouvé-Peloux P.; Champagnat F. | Physics Based Camera Privacy: Lens And Network Co-Design To The Rescue | IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (2024) |
| 1618 | 0.852 | Peng F.; Ping G.-L.; Ge S.-K. | A Face Privacy Protection Scheme Using Cnn Based Roi Editing | Proceedings - 21st IEEE International Conference on High Performance Computing and Communications, 17th IEEE International Conference on Smart City and 5th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2019 (2019) |