한국정보기술학회논문지 (The Journal of Korean Institute of Information Technology)

  • 제17권6호
  • /
  • Pages.115-122
  • /
  • 2019
  • /
  • 1598-8619(pISSN)
  • /
  • 2093-7571(eISSN)
한국정보기술학회 (Korean Institute of Information Technology)
권호 표지
DOI QR코드

DOI QR Code

프라이버시 침해 방지를 위한 얼굴 정보 변환 메커니즘

Face Information Conversion Mechanism to Prevent Privacy Infringement

  • 김진수 (강원대학교 대학원 정보통신공학전공.제주대학교 사이버보안인재교육원) ;
  • 김상춘 (강원대학교 정보통신공학전공) ;
  • 박남제 (제주대학교 초등교육학과)
  • 투고 : 2019.02.14
  • 심사 : 2019.05.03
  • 발행 : 2019.06.30
⟨ 이전 논문 다음 논문 ⟩

초록

CCTV(Closed-circuit Television)는 사고 예방 및 시설 안전을 위해 매년 설치대수가 증가함에 따라 1인당 CCTV에 노출되는 횟수가 증대되고 있으며, 노출되는 대상의 프라이버시 보호를 위해 지능형 영상감시 시스템 기술이 각광받고 있다. 지능형 영상감시 시스템은 촬영된 영상 데이터에 대한 단순한 식별에서 피사체의 행동 유형과 현장 상황 판단 등을 수행하거나, 촬영된 피사체의 정보가 노출될 수 있는 정보를 외부로 유출되지 않도록 프라이버시 보호를 위한 처리 과정을 진행한다. 제안된 기술은 영상감시 시스템에 적용되어 영상감시 시스템으로부터 촬영된 원본 영상 정보를 유사 영상 정보로 변환함으로서 외부에 원본 영상 정보가 유출되지 않도록 하는 기술이다. 본문에서는 미리 설정된 유사도에 근접하는 가상의 얼굴 이미지를 삽입하는 영상 변환메커니즘을 제안한다.

CCTV(Closed-Circuit Television) is increasingly exposed to CCTV per person as the number of installations increases every year for accident prevention and facility safety. The intelligent video surveillance system technology is attracting attention to the privacy protection of exposed subjects. The intelligent video surveillance system performs a process for the privacy protection so as to perform the action type of the subject and the judgment of the situation in the simple identification of the photographed image data, or to prevent the information, from which the information of the photographed subject is exposed. The proposed technique is applied to the video surveillance system and converts the original image information taken from the video surveillance system into similar image information so that the original image information is not leaked to the outside. In this paper, we propose an image conversion mechanism that inserts a virtual face image that approximates a preset similarity.

키워드

참고문헌

  1. Namje Park, Jin Kwak, Seungjoo Kim, Dongho Won, and Howon Kim, "WIPI Mobile Platform with Secure Service for Mobile RFID Network Environment", Advanced Web and Network Technologies, and Applications, pp. 741-748, Jan. 2006.
  2. Donghyeok Lee and Namje Park, "Institutional Impro vements for Security of IoT Devices", Journal of KIISC, Vol. 27, No. 3, pp. 607-615, Jun. 2017.
  3. Donghyeok Lee and Namje Park, "Electronic identity information hiding methods using a secret sharing scheme in multimedia-centric internet of things environment", Personal and Ubiquitous Computing, Vol. 22, No. 1, pp. 3-10, Feb. 2018. https://doi.org/10.1007/s00779-017-1017-1
  4. Namje Park, Hongxin Hu, and Qun Jin, "Security and Privacy Mechanisms for Sensor Middleware and Application in Internet of Things (IoT)", Journal of Distributed Sensor Networks, Vol. 2016, No. 1, pp. 1-3, Jan. 2016.
  5. Donghyeok Lee and Namje Park, "A Study on Metering Data De-identification Method for Smart Grid Privacy Protection", Journal of KIISC, Vol. 26, No. 6, pp. 1593-1603, Dec. 2016.
  6. Donghyeok Lee and Namje Park, "Legislative Reform of Smart Grid Privacy Act", Journal of KIISC, Vol. 26, No. 2, pp. 415-423, Apr. 2016.
  7. Donghyeok Lee and Namje Park, "Smart Grid Privacy Protection Measures According to the Change of IT Paradigm", Journal of MSCAH, Vol. 6, No. 3, pp. 81-90, Mar. 2016.
  8. Donghyeok Lee and Namje Park, "A Study on COP-Transformation Based Metadata Security Scheme for Privacy Protection in Intelligent Video Surveillance", Journal of KIISC, Vol. 28, No. 2, pp. 417-428, Apr. 2018.
  9. Namje Park, "Privacy-Enhanced Deduplication Technique in Closed Circuit Television Video Cloud Service Environment", Journal of KINGC, pp. 65-66, May 2018.
  10. Donghyeok Lee and Namje Park, "Privacy Enhanced CCTV Video Security Framework using Metadata De-identification", Journal of ICICT, pp. 199-200, 2018.
  11. Hyungil Kim, "A Data Blurring Method for Dollaborative Filtering", Department of Computer Engineering, The Graduate School of Dongguk University.
  12. Seokjin Hong, Seokho Lee, and Jinwook Bae, "Efficient Execution of Range Mosaic Queries", Journal of KIISE, Vol. 32, No. 5, pp. 487-497, Oct. 2005.
  13. Byounghyun Jeon, Sangho Shin, Kihyun Jung, Joonho Lee, and Keeyoung Yoo, "Reversible Secret Sharing Scheme Using Symmetric Key Encryption Algorithm in Encrypted Image", Journal of KMS, Vol. 18, No. 11, pp. 1332-1341, Nov. 2015.
  14. Shouqiang Liu, MengjingYu, Miao Li, and Qingzhen Xu, "The research of virtual face based on Deep Convolutional Generative Adversarial Networks using TensorFlow", Journal of Physica A:SMA, Vol. 521, pp. 667-680, May 2019. https://doi.org/10.1016/j.physa.2019.01.036
  15. Jinsu Kim, Namje Park, Geonwoo Kim, and Seunghun Jin, "CCTV Video Processing Metadata Security Scheme Using Character Order Preserving-Transformation in the Emerging Multimedia", Journal of Electronics, Vol. 8, No 4, Apr. 2019. doi:10.3390/electronics8040412.
  16. Donghyeok Lee, Namje Park, Geonwoo Kim, and Seunghun Jin, "De-identification of metering data for smart grid personal security in intelligent CCTV-based P2P cloud computing environment", Journal of Peer-to-Peer Networking and Applications, Vol. 11, No. 6, pp. 1299-1308, Nov. 2018.
  17. Donghyeok Lee and Namje Park, "Geocasting-based synchronization of Almanac on the maritime cloud for distributed smart surveillance", Journal of Supercomputing, Vol. 73, No. 3, pp. 1103-1118, Mar. 2017. https://doi.org/10.1007/s11227-016-1841-5
  18. Namje Park and Namhi Kang, "Mutual Authentication Scheme in Secure Internet of Things Technology for Comfortable Lifestyle", Journal of Sensors (Basel), Vol. 16, No. 1, pp. 1-16, Dec. 2015. https://doi.org/10.3390/s16010001
  19. Donghyeok Lee and Namje Park, "ROI-based efficient video data processing for large-scale cloud storage in intelligent CCTV environment", Journal of IJET, Vol. 7, No. 2.33, pp. 151-154, Mar. 2018.
  20. Donghyeok Lee and Namje Park, "Differential Level CCTV Video Access Control based on RFID", Conference of ICCT, pp. 224-225, Jul. 2018.
  21. Namje Park and Hyochan Bang, "Mobile middleware platform for secure vessel traffic system in IoT service environment", Journal of Security and Communication Networks, Vol. 9, No. 6, pp. 500-512, Nov. 2014.
  22. Donghyeok Lee and Namje Park, "CCTV Privacy Protection Method using Similarity based Virtual Face", Conference of ICCT, pp. 267-268, Jul. 2018.
  23. Donghyeok Lee and Namje Park, "Multi-Object Recognition Access Control based on CCTV Video Learning", Conference of KCC 2018, Jun. 2018.
  24. Donghyeok Lee and Namje Park, "Similarity-based Virtual Facial Generation Method for Privacy Protection of Intelligent CCTV Environment", Journal of CISC 2017, Jun. 2017.
  25. Minso Jeong and Jechang Jeong, "Uniform Motion Deblurring using Shock Filter and Convolutional Neural Network", Journal of KSBE, Vol. 23, No. 4, pp. 484-494, Jul. 2018.
  26. Ryan Dahl, Mohammad Norouzi, and Jonathon Shlens, "Pixel Recursive Super Resolution", Journal of ICCV, Mar. 2017.
  27. Dongeun Leeoung and Kyu Choi, "Background Subtraction Algorithm Based on Multiple Interval Pixel Sampling", Journal of KIPS, Vol. 2, No. 1, pp. 27-34, Jan. 2013.
  28. Namjin Kim, Donghwan Seo, Sunggeun Lee, Changmok Shin, Kyubo Cho, and Soojoong Kim, "Hierarchical image encryption with orthogonality", Journal of KJOP, Vol. 17, No. 3, pp. 231-239, Jun. 2006.

피인용 문헌

  1. Block Chain Based CCTV Image Forgery · Modulation Verification Mechanism vol.17, pp.8, 2019, https://doi.org/10.14801/jkiit.2019.17.8.107
  2. Role Based Access Control based File Access Control Mechanism with Smart Contract vol.17, pp.9, 2019, https://doi.org/10.14801/jkiit.2019.17.9.113
  3. Blockchain Based Data-Preserving AI Learning Environment Model for Cyber Security System vol.17, pp.12, 2019, https://doi.org/10.14801/jkiit.2019.17.12.125
  4. Blockchain-Based Data-Preserving AI Learning Environment Model for AI Cybersecurity Systems in IoT Service Environments vol.10, pp.14, 2020, https://doi.org/10.3390/app10144718