Browse > Article
http://dx.doi.org/10.33851/JMIS.2019.6.1.15

Analogical Face Generation based on Feature Points  

Yoon, Andy Kyung-yong (Special School of University of San Martin)
Park, Ki-cheul (Neosecu Co., Ltd.)
Oh, Duck-kyo (Neosecu Co., Ltd.)
Cho, Hye-young (Neosecu Co., Ltd.)
Jang, Jung-hyuk (Neosecu Co., Ltd.)
Publication Information
Journal of Multimedia Information System / v.6, no.1, 2019 , pp. 15-22 More about this Journal
Abstract
There are many ways to perform face recognition. The first step of face recognition is the face detection step. If the face is not found in the first step, the face recognition fails. Face detection research has many difficulties because it can be varied according to face size change, left and right rotation and up and down rotation, side face and front face, facial expression, and light condition. In this study, facial features are extracted and the extracted features are geometrically reconstructed in order to improve face recognition rate in extracted face region. Also, it is aimed to adjust face angle using reconstructed facial feature vector, and to improve recognition rate for each face angle. In the recognition attempt using the result after the geometric reconstruction, both the up and down and the left and right facial angles have improved recognition performance.
Keywords
Face Recognition; Face Detection; Feature Vector; kNN; Blend Shape; 3D Face Generation; Face Depth Calculation;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Wooky Lee, Jongtae Baek, Hwaki Lee, Young-Mo Kim, "Face Recognition Model based on Angled Feature Vectors", Journal of KIISE. Vol.39, No.11, pp. 871 - 875 , 2012.
2 Jin-Ho Kim,, "Face Recognition by Fiducial Points Based Gabor and LBP Features," The Journal of the Korea Contents Association, Vol.13 No.1, pp. 1 - 8 , 2013.   DOI
3 Kaveh, A., Particle Swarm Optimization." Advances in Metaheuristic Algorithms for Optimal Design of Structures, Springer International Publishing, pp 9-40. Mar. 2014.
4 Karaboga, Dervis, et al. "A comprehensive survey: artificial bee colony (ABC) algorithm and applications," Artificial Intelligence Review, Vol. 42, No. 1, pp. 21-57, June 2014.   DOI
5 Young-Il, Eung-Joo Lee, "Real-Time Automatic Human Face Detection and Recognition System Using Skin Colors of Face, Face Feature Vectors and Facial Angle Informations," The KIPS transactions. Software and Data Engineering, pp. 491 - 500 , 2002.
6 Chan-Jun Park, Sung-Kwun Oh, Jin-Yul Kim, "A Study On Three-dimensional Optimized Face Recognition Model: Comparative Studies and Analysis of Model Architectures," The Transactions of the Korean Institute of Electrical Engineers, Vol. 64, No. 6, pp. 900- 911, 2015.   DOI
7 M.Akhil jabbar, B.L Deekshatulua, Priti Chandra, "Classification of Heart Disease Using K- Nearest Neighbor and Genetic Algorithm," Procedia Technology 10, pp. 85 - 94, 2013.   DOI
8 Mohammed Hazim Alkawaz, Dzulkifli Mohamad, Ahmad Hoirul Basori, Tanzila Saba, "Blend Shape Interpolation and FACS for Realistic Avatar," Springer 3D Res., Vol. 6, No.6, 2015
9 Hae Min Moon, Sung Bum Pan, "Long Distance Face Recognition System using the Automatic Face Image Creation by Distance", Journal of The Institute of Electronics and Information Engineering, Vol. 51, NO. 11, November 2014.
10 Jae Mo Chung, Hyeon Bae, Sung Shin Kim, "Realtime Face Recognition by Analysis of Feature Information," Journal of fuzzy logic and intelligent systems, Vol.11 No.9, pp.822 - 826, 2001.
11 Jeany Son, Ilchae Jung, Bohyung Han, "Real-Time Human Tracking with Detection Feedback", Journal of KIISE. Software and application, Vol.40 No.12, pp.859 - 868, 2013.
12 Jin Yul Kim, Yong-Seok Kim, "Face Tracking and Recognition in Video with PCA-based Pose-Classification and $(2D)^{2}PCA$ recognition algorithm," Journal of Korean Institute of Intelligent Systems, Vol. 23, No. 5, pp. 423-430, October 2013.   DOI
13 Woo-Cheol Song, Sung-Ho Kim, Ki-seok Ko, "High-Set or Low-Set of Korean Face," Korean J. Phys Anthropol., Vol. 30, No. 1, pp. 1-6, 2017.   DOI
14 Park, Moon Kyu, "Face Recognition Using Principal Component Analysis and KNN method," Thesis of M.S., Chungbuk National University, 2003.
15 Henry A. Rowley, Shumeet Baluja, Takeo Kanade, "Neural Network Based Face Detection," Computer Vision and Pattern Recognition, Carnegie Mellon University, 1996.