A Privacy-Preserving System Design for Digital Presence Protection
Source abstract
Abstract
A person’s privacy has become a growing concern, given the nature of an expansive reliance on real-time video activities with video capture, stream, and storage. This paper presents an innovative system design based on a privacy-preserving model. The proposed system design is implemented by employing an enhanced capability that overcomes today’s single parameter-based access control protection mechanism for digital privacy preservation. The enhanced capability combines multiple access control parameters: facial expression, resource, environment, location, and time. The proposed system design demonstrated that a person’s facial expressions combined with a set of access control rules can achieve a person’s privacy-preserving preferences. The findings resulted in different facial expressions successfully triggering a person’s face to be blurred and a person’s privacy when using a real-time video conferencing service captured from a webcam or virtual webcam. A comparison analysis of capabilities between existing designs and the proposed system design shows enhancement of the capabilities of the proposed system. A series of experiments exercising the enhanced, real-time multi-parameter-based system was shown as a viable path forward for preserving a person’s privacy while using a webcam or virtual webcam to capture, stream, and store videos.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Privacy, Security, and Data Protection · User Authentication and Security Systems · Advanced Steganography and Watermarking Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (45)
Show source-provided references
1. Privacy-preserving selective video surveillance10.1109/ICCCN49398.2020.9209688 ↗
2. Towards a privacy preserving surveillance approach for smart cities10.1049/icp.2021.0966 ↗
3. Face recognition based activity detection for security application10.1109/ICAIS50930.2021.9395829 ↗
4. A survey on privacy preservation in video big data10.1109/ICECCME52200.2021.9591105 ↗
5. Privacy-preserving identifiers for IoT: A systematic literature review10.1109/ACCESS.2020.3023659 ↗
6. Methods of deepfake detection based on machine learning10.1109/EIConRus49466.2020.9039057 ↗
7. Respiratory rate estimation from face videos10.1109/BHI.2019.8834499 ↗
8. Emerging biometric modalities and their use: Loopholes in the terminology of the GDPR and resulting privacy risks10.1109/BIOSIG52210.2021.9548298 ↗
9. Deep learning and uniform lbp histograms for position recognition of elderly people with privacy preservation10.15837/ijccc.2021.5.4256 ↗
10. Privacy preservation through facial de-identification with simultaneous emotion preservation10.1007/s11760-020-01819-9 ↗
11. Audio-visual autoencoding for privacy-preserving video streaming
12. A blockchain-based privacy preservation scheme in multimedia network10.1007/s11042-021-10513-y ↗
13. A study on the security threats and privacy policy of intelligent video surveillance system considering 5 G network architecture10.1109/ICEIC49074.2020.9051302 ↗
14. A privacy preserving system for AI-assisted video analytics10.1109/ICFEC51620.2021.00018 ↗
15. An informed consent model for managing the privacy paradox in smart buildings10.1145/3417113.3422180 ↗
16. A user study of a wearable system to enhance bystanders’ facial privacy10.3390/iot1020013 ↗
17. Your privilege gives your privacy away: An analysis of a home security camera service10.1109/INFOCOM41043.2020.9155516 ↗
18. Implementation biometric data security in remote authentication systems via network steganography10.1007/978-3-030-58359-0_14 ↗
19. Privacy-preserving and efficient sharing of drone videos in public safety scenarios using proxy re-encryption10.1109/IRI49571.2020.00015 ↗
20. The facial emotion recognition (FER-2013) dataset for prediction system of micro-expressions face using the convolutional neural network (CNN) algorithm-based Raspberry Pi10.1109/ICIC50835.2020.9288560 ↗
21. Media forensics and deepfakes: An overview10.1109/JSTSP.2020.3002101 ↗
22. Privacy-preserving attribute-based access control model for XML-based electronic health record system10.1109/ACCESS.2018.2800288 ↗
23. Attended relation feature representation of facial dynamics for facial authentication10.1109/TIFS.2018.2885276 ↗
24. A survey on access control in the age of internet of things10.1109/JIOT.2020.2969326 ↗
25. Design and development of facial recognition based library management system (FRLMS)10.1109/ICCED.2018.00032 ↗
26. Research on privacy protection technology in face identity authentication system based on edge computing10.1109/AIID51893.2021.9456477 ↗
27. An efficient approach towards face recognition using deep reinforcement learning, Viola Jones and K-nearest neighbor10.1109/ACCESS51619.2021.9563326 ↗
28. Hand gesture recognition based on shape context analysis10.1109/CAIDA51941.2021.9425200 ↗
29. Vision based vehicle/pedestrian detection in traffic surveillance system10.1109/ICCSP.2019.8697954 ↗
30. Facial emotion recognition using deep convolutional neural network10.1109/ICACCS48705.2020.9074302 ↗
31. Guide to attribute-based access control (ABAC) definition and considerations (draft)
32. Comparative study of model optimization techniques in fine-tuned CNN models10.1109/ICECTA48151.2019.8959681 ↗
33. Evaluating the performance of facial expression recognition model via various classifiers10.1109/ICICV50876.2021.9388472 ↗
34. AACS: Attribute-based access control mechanism for smart locks10.3390/sym12061050 ↗
35. Unstructured text resource access control attribute mining technology based on convolutional neural network10.1109/ACCESS.2019.2907815 ↗
36. An integrated privacy preserving attribute-based access control framework supporting secure deduplication10.1109/TDSC.2019.2946073 ↗
37. An access control scheme with fine-grained time constrained attributes based on smart contract and trapdoor10.1109/ICT.2019.8798859 ↗
38. F. C. Chollet, Keras, 2015. [Online]. Available: https://github.com/fchollet/keras
39. Personal privacy protection via irrelevant faces tracking and pixelation in video live streaming10.1109/TIFS.2020.3029913 ↗
40. M. Abadi, A. Agarwal, P. Barham, E. Brevdo, Z. Chen et al., “TensorFlow: Large-scale machine learning on heterogeneous distributed systems,” arXiv preprint arXiv: 1603.04467, 2016.
41. Adaptive resource optimized edge federated learning in real-time image sensing classifications10.1109/JSTARS.2021.3120724 ↗
42. Privacy protection management model for internet of things data10.1109/DSC55868.2022.00036 ↗
43. Enhancing user privacy protection by enforcing Clark-Wilson security model on facebook10.1109/EIT48999.2020.9208279 ↗
44. Securing personal data in a video identification system10.1109/COMM54429.2022.9817196 ↗
45. Human-computer interaction methodology to attain face liveness detection