Dissertation > Excellent graduate degree dissertation topics show

The Research for Face Recognition Based on Pseudo-Zernike Moment and BP Network

Author: YangDi
Tutor: SunJinGuang
School: Liaoning Technical University
Course: Computer Software and Theory
Keywords: Face Recognition Pseudo-Zernike Moment Normalized Moment BP RRA
CLC: TP391.41
Type: Master's thesis
Year: 2011
Downloads: 30
Quote: 0
Read: Download Dissertation

Abstract


Based on previous study, a novel face image feature extraction based on normalization of pseudo-Zernike moment was proposed in this paper. Firstly ,the pseudo-Zernike moments of the face image were computed .Secondly ,normalized the result .At last ,the nearest neighborhood algorithm was used to construct classes .Experimental results demonstrate the presented approach basically eliminates the effects of the change of face scale and rotation ,and has better robust to variations of illumination ,pose and facial expression .On the basis of Back Propagation and Region Reproduction Algorithm, combined methods of normalization of pseudo-Zernike, a novel face recognition was proposed in this paper. Firstly, training images are extracted by pseudo-Zernike, then normalized by geometrical moment with (0,0). Second, BP network is inputted by the results and trained with Region Reproduction Algorithm, as a result it can fastly converge and avoid local optima. Experimental results show this method is robust against the change in facial expression , illumination and pose, and has higher recognition rate.

Related Dissertations

  1. Research on Decoding Algorithm for LDPC Codes,TN911.22
  2. Research on Algorithms of 2D Face Template Protection,TP391.41
  3. Research on Feature Extraction and Classification of Tongue Shape and Tooth-Marked Tongue in TCM Tongue Diagnosis,TP391.41
  4. Research on Visual Servo System of Mechanical ARM,TP242.6
  5. Municipal tourism land use planning environmental impact assessment,X820.3
  6. Research on the Inteligent System of High Performance Concrete Mix Design in Zhujiang Triangle Area,TU528
  7. Designs and Applications of Fuzzy Synthetic Evaluation Models Based on Parallel Algorithms,TP18
  8. The Research on Evaluation of Living Status Systems of Expressway Relocated People,D523
  9. The Identification of Fault Type in Transmission Lines Based on Neural Network,TP183
  10. Research of Video Face Recognition Based on Weighted Voting and Key-Frame Extraction,TP391.41
  11. Face Recognition Method Based on DE,TP391.41
  12. Research on Face Recognition Methods Based on Flexible Neural Tree,TP391.41
  13. Research of Adaptive Active Noise Control Based on Neural Network,TP183
  14. Research on Face Recognition Based on AdaBoost Algorithm,TP391.41
  15. Multi-directional Mutation Genetic Algorithm and Research on Neural Network Optimization,TP18
  16. The Research of Evaluation Method in Connect6 Based on BP-TD Learning,TP18
  17. Research Onamethod for Human Face Recognition Based on MMTD,TP391.41
  18. In-furnace Temperature Information Included Combustion Optimization of a Utility Boiler,TK227.1
  19. The Research on Neural Network with Quadratic Denominator Cubic Rational Spline Function Weight and Its Application,TP183
  20. A Research on Power Coal Blending Model of Bituminous Coal Blended with Indonesian Coal,TK227.1

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer applications > Information processing (information processing) > Pattern Recognition and devices > Image recognition device
© 2012 www.DissertationTopic.Net  Mobile