A Video Surveillance-Based Face Image Security System using Post-Quantum Cryptography

Tuy Tan Nguyen, Quoc Bao Phan, Truong X. Nghiem, Carlo daCunha, Michael Gowanlock, Bertrand Cambou

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This paper presents a video surveillance-based face image security system that utilizes post-quantum cryptography algorithm for enhanced security. The system accurately extracts face images from the surveillance video using the multi-task cascaded convolutional neural network (MTCNN) and subsequently encrypts them using the ring learning with errors (ring-LWE) algorithm. The encrypted facial images are then transmitted to a remote server for secure storage. The proposed system is implemented on a central processing unit (CPU) platform and its operations are accelerated using a graphics processing unit (GPU). The evaluation results on an NVIDIA GeForce RTX 3090 Ti GPU for videos from the standard reference database of National Institute of Science and Technology (NIST) show that the proposed system can perform face image encryption and decryption as fast as 1.33 ms and 0.51 ms on GPU platform for parameter set n = 256 and q = 7681, respectively. Moreover, the analysis of security parameters such as histogram, correlation coefficients, and entropy proves that the proposed system outperforms its predecessors in terms of confidentiality. The proposed system is also assessed using various security parameter sets to showcase its compatibility with diverse computational resources.

Original languageEnglish (US)
Title of host publicationOpen Architecture/Open Business Model Net-Centric Systems and Defense Transformation 2023
EditorsRaja Suresh
PublisherSPIE
ISBN (Electronic)9781510662049
DOIs
StatePublished - 2023
EventOpen Architecture/Open Business Model Net-Centric Systems and Defense Transformation 2023 - Orlando, United States
Duration: Apr 30 2023May 5 2023

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12544
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceOpen Architecture/Open Business Model Net-Centric Systems and Defense Transformation 2023
Country/TerritoryUnited States
CityOrlando
Period4/30/235/5/23

Keywords

  • Encryption
  • decryption
  • face image security
  • multi-task cascaded convolutional neural network (MTCNN)
  • post-quantum cryptography
  • video surveillance

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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