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Theses and Projects: Difference between revisions
→* New! Privacy-preserved Video Analytics
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=== * '''New!''' Privacy-preserved Video Analytics === | === * '''New!''' Privacy-preserved Video Analytics === | ||
This project/thesis topic focuses on the protection of privacy in videos and the development of techniques for privacy-preserving video recovery. | This project/thesis topic focuses on the protection of privacy in videos and the development of techniques for privacy-preserving video recovery. | ||
The project involves three key tasks: | |||
1) Implementation of a system utilizing YOLO and CycleGANs/DataGen for video analysis and processing. Code for this is already available for use. | |||
Optimization of the blur level for Pan-tilt-zoom cameras, to ensure that the system is effective at capturing key visual information while still preserving privacy. | 2) Development of a privacy protection mechanism by adjusting the level of blur applied to the video, taking into account a trade-off between inference accuracy (e.g. detection by YOLO) and the level of privacy protection. | ||
3) Optimization of the blur level for Pan-tilt-zoom cameras, to ensure that the system is effective at capturing key visual information while still preserving privacy. | |||
Please contact Dr. Tingting Yuan [tingting.yuan@cs.uni-goettingen.de] (B/M/P) | Please contact Dr. Tingting Yuan [tingting.yuan@cs.uni-goettingen.de] (B/M/P) | ||
[1] Pecam: privacy-enhanced video streaming and analytics via securely-reversible transformation [https://dl.acm.org/doi/abs/10.1145/3447993.3448618]. | [1] Pecam: privacy-enhanced video streaming and analytics via securely-reversible transformation [https://dl.acm.org/doi/abs/10.1145/3447993.3448618]. | ||
=== * '''New!''' AI for networking adaption === | === * '''New!''' AI for networking adaption === | ||