Browse > Article
http://dx.doi.org/10.7236/JIIBC.2017.17.5.1

Design and Implementation of Personal Information Identification and Masking System Based on Image Recognition  

Park, Seok-Cheon (Dept. of Computer Engineering, Gachon University)
Publication Information
The Journal of the Institute of Internet, Broadcasting and Communication / v.17, no.5, 2017 , pp. 1-8 More about this Journal
Abstract
Recently, with the development of ICT technology such as cloud and mobile, image utilization through social networks is increasing rapidly. These images contain personal information, and personal information leakage accidents may occur. As a result, studies are underway to recognize and mask personal information in images. However, optical character recognition, which recognizes personal information in images, varies greatly depending on brightness, contrast, and distortion, and Korean recognition is insufficient. Therefore, in this paper, we design and implement a personal information identification and masking system based on image recognition through deep learning application using CNN algorithm based on optical character recognition method. Also, the proposed system and optical character recognition compares and evaluates the recognition rate of personal information on the same image and measures the face recognition rate of the proposed system. Test results show that the recognition rate of personal information in the proposed system is 32.7% higher than that of optical character recognition and the face recognition rate is 86.6%.
Keywords
Personal Information; Personal Information Recognition; Face Recognition; Masking; Deep Learning;
Citations & Related Records
Times Cited By KSCI : 11  (Citation Analysis)
연도 인용수 순위
1 Mi-Gyung Lee, Jin-Wan Park, "An Study on Usability Evaluation of Image based SNS," Journal of The Korea Contents Association, The Korea Contens Society, Vol. 16, No. 8, pp. 508-516, Aug 2016. DOI: https://doi.org/10.5392/JKCA.2016.16.08.508.   DOI
2 Jeong-Hyun Cho, Cheol-Woong Ahn, "Auto Detection System of personal Information based on Images and Document Analysis," The Journal of Institute of Internet, Broadcasting and Communication, Vol. 15, No. 5, pp. 183-192, Oct 2015. DOI: https://doi.org/10.7236/JIIBC.2015.15.5.183.   DOI
3 Joung-Hae Bang, So-Ra Kang, Min-Sun Kim, "The Study of Factors to Affect on Users' Self-disclosure in Social Networking Services" Journal of the Korea Academia-Industrial cooperation Society, Vol. 17, No. 8, pp. 69-76, Aug 2016. DOI: https://doi.org/10.7236/JIIBC.2014.14.6.267.   DOI
4 Bo Kim, Jong-In Lim, Yong-Hyun Jo, "Privacy Situation and Countermeasures of Financial Apps based on the Android operating system," The Journal of Institute of Internet, Broadcasting and Communication, Vol. 14, No. 6, pp. 267-272, Dec 2014. DOI: https://doi.org/10.7236/JIIBC.2014.14.6.267.   DOI
5 Jae-wan Kim, Sang-tae Kim, Jun-yong Yoon, Yang-Ick Joo, "A Personal Prescription Management System Employing Optical Character Recognition Technique," Journal of the Korea Institute of Information and Communication Engineering, The Korea Institute of Information and Communication Engineering, Vol. 19, No. 10, pp. 2423-2428, Oct 2015. DOI: https://doi.org/10.6109/jkiice.2015.19.10.2423.   DOI
6 Nam-Gyu Kim, Dong-Eon Kim, Seong-Woo Kim, Soon-Kak Kwon, "Vocabulary Generation Method by Optical Character Recognition," Journal of Korea Multimedia Society, Korea Multimedia Society, Vol. 18, No. 8, pp. 943-949, Aug 2015. DOI: https://doi.org/10.9717/kmms.2015.18.8.943.   DOI
7 Su-Jin Jeong, In-Seok Kim, "A Study on Analysis of Personal Information Risk Using Importance-Performance Analysis," The Journal of Institute of Internet, Broadcasting and Communication, Vol. 15, No. 6, pp. 267-273, Dec 2015. DOI: https://doi.org/10.7236/JIIBC.2015.15.6.267.   DOI
8 Sang-Gi Lee, Cheol-Joo Chae, Eui-Kyeong Hong, "Quality Management Model of Atypical Science and Technology Big Data Based on Data Profiling and Regular Expression," Journal of The Korea Contents Association, The Korea Contents Society, Vol. 14, No. 12, pp. 486-493, Dec 2015. DOI: https://doi.org/10.5392/JKCA.2014.14.12.486.
9 Nam-Woo Kim, Chang-Wu Hur, "Study on Performance Evaluation of Automatic license plate recognition program using Emgu CV," Journal of the Korea Institute of Information and Communication Engineering, The Korea Institute of Information and Communication Engineering, Vol. 20, No. 6, pp. 1209-1214, Jun 2016. DOI: https://doi.org/10.6109/jkiice.2016.20.6.1209.   DOI
10 Young-Jin Kim, Eun-Gyung Kim, "Image based Fire Detection using Convolutional Neural Network," Journal of the Korea Institute of Information and Communication Engineering, The Korea Institute of Information and Communication Engineering, Vol. 20, No. 19, pp. 1649-1656, Sep 2016. DOI: https://doi.org/10.6109/jkiice.2016.20.9.1649.   DOI
11 Gi-Jin Hwang, Jae-Pyo Park, Seung-Min Yang, "RealTime Personal Video Image Protection on CCTV System using Intelligent IP Camera," Journal of the Korea Academia-Industrial cooperation Society, Korea Academy Industrial Cooperation Society, Vol. 17, No. 9, pp. 120-125, Sep 2016. DOI: https://doi.org/10.5762/KAIS.2016.17.9.120.
12 Hyun-Woong Jang, Soo-Sun Cho, "Automatic Tagging for Social Images using Convolution Neural Networks," Journal of KIISE, Korea Information Science Society, Vol. 43, No. 1, pp. 47-53, Jan 2016. DOI: https://doi.org/10.5392/JKCA.2014.14.12.486.   DOI