지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2018.4
- 수록면
- 471 - 477 (7page)
이용수
초록· 키워드
오류제보하기
As an important key technology using on electronic devices, face recognition has become one of the hottest technology recently. The traditional BP Neural network has a strong ability of self-learning, adaptive and powerful non-linear mapping but it also has disadvantages such as slow convergence speed, easy to be traversed in the training process and easy to fall into local minimum points. So we come up with an algorithm based on BP neural network but also combined with the PCA algorithm and other methods such as the elastic gradient descent method which can improve the original network to try to improve the whole recognition efficiency and has the advantages of both PCA algorithm and BP neural network.
목차
ABSTRACT
1. INTRODUCTION
2. PCA AND BP ALGORITHM
3. PCA FACE RECOGNITION BASED ON BP NEURAL NETWORK
4. IMPROVED PCA FACE RECOGNITION ALGORITHM FOR BP NEURAL NETWORK
5. EXPERIMENT RESULTS
6. CONCLUSION
REFERENCE
참고문헌 (12)
참고문헌 신청
[학술지(정기간행물)] - Hyun Ha Nam / 2012 / Comparison of Computer and Human Face Recognition According to Facial Components / 멀티미디어학회논문지 15 (1) : 40 ~ 50
[학술지(정기간행물)] - H.J. Moon / 2013 / Comparison of Computer and Human Face Recognition According to Facial Components / Journal of Korea Multimedia Society 6 (2) : 247 ~ 258
[학술지(정기간행물)] - 이원오 / 2012 / Tracking and Face Recognition of Multiple People Based on GMM, LKT and PCA / 멀티미디어학회논문지 15 (4) : 449 ~ 471
[학술지(정기간행물)] - Z. Li / 2011 / Research on Performance of Three Improved BP Algorithms Based on PCA / Journal of Computer Engineering 37 (21) : 108 ~ 110
[학술지(정기간행물)] - R. Hecht-Nielsen / 1988 / Theory of the Back Propagation Neural Network / Journal of the International Joint Conference on Neural Networks 1 (1) : 455 ~
[학술지(정기간행물)] - H.J. Moon / 2013 / Comparison of Computer and Human Face Recognition According to Facial Components / Journal of Korea Multimedia Society 6 (2) : 247 ~ 258
[학술지(정기간행물)] - 이원오 / 2012 / Tracking and Face Recognition of Multiple People Based on GMM, LKT and PCA / 멀티미디어학회논문지 15 (4) : 449 ~ 471
[학술지(정기간행물)] - Z. Li / 2011 / Research on Performance of Three Improved BP Algorithms Based on PCA / Journal of Computer Engineering 37 (21) : 108 ~ 110
[학술지(정기간행물)] - R. Hecht-Nielsen / 1988 / Theory of the Back Propagation Neural Network / Journal of the International Joint Conference on Neural Networks 1 (1) : 455 ~
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Game Flow Recognition Based on BP Neural Network and Optimized Genetic Algorithm
한국컴퓨터게임학회논문지
2021 .09
-
Transparent Black Phosphorus Nanosheet Film for Photoelectrochemical Water Oxidation
청정기술
2021 .09
-
Learning an Artificial Neural Network Using Dynamic Particle Swarm Optimization–Backpropagation : Empirical Evaluation and Comparison
Journal of information and communication convergence engineering
2015 .06
-
Continuous Blood Pressure Estimation using 1D Convolutional Neural Network and Attention Mechanism
IEIE Transactions on Smart Processing & Computing
2022 .06
-
Prediction of Wind Power by Chaos and BP Artificial Neural Networks Approach Based on Genetic Algorithm
Journal of Electrical Engineering & Technology
2015 .01
-
Prediction of Surface Roughness and Electric Current Consumption in Turning Operation using Neural Network with Back Propagation and Particle Swarm Optimization
한국기계가공학회지
2015 .06
-
Application of LOF-BP Neural Network Fusion Algorithm in Fault Diagnosis and Recognition of Wind Turbine Blades
제어로봇시스템학회 국제학술대회 논문집
2024 .10
-
PCA기반 CNN을 이용한 사용자 행위 인식
한국정보과학회 학술발표논문집
2018 .12
-
Self-Normalizing Neural Network 를 이용한 동작 패턴 인식의 향상
한국정밀공학회 학술발표대회 논문집
2018 .05
-
Human Motion Recognition Based on Spatio-temporal Convolutional Neural Network
멀티미디어학회논문지
2020 .08
-
절삭가공의 Neural Network 모델을 위한 ACO 및 PSO의 응용
한국기계가공학회지
2019 .09
-
A Novel Face Recognition Algorithm based on the Deep Convolution Neural Network and Key Points Detection Jointed Local Binary Pattern Methodology
Journal of Electrical Engineering & Technology
2017 .01
-
Convolutional Neural Network를 이용한 빌렛 번호 인식 알고리즘
제어로봇시스템학회 국내학술대회 논문집
2017 .05
-
Vehicle Make and Model Recognition System based on Convolutional Neural Network
정보 및 제어 논문집
2017 .04
-
비가열 제조법에 의한 BP슬러지의 반건조 제조공정 개발에 관한 연구
한국건설순환자원학회논문집
2015 .12
-
리포트 - BP 2018 통계 분석
석유와 에너지
2018 .01
-
Face Representation Based on Non-Alpha Weberface and Histogram Equalization for Face Recognition Under Varying Illumination Conditions
Journal of KIISE
2017 .03
-
Machine learning based calibration algorithm for blood pressure estimation by PTT method for wearable device
대한전자공학회 학술대회
2020 .11
-
Estimation System of Blood Pressure Variation with Photoplethysmography Signals Using Multiple Regression Analysis and Neural Network
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2018 .12
-
Straightforward Clarification for Fundamental Algorithms of Artificial Neural Networks
IEIE Transactions on Smart Processing & Computing
2023 .06
이 논문의 저자 정보
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2018-004-002056798