On Image Analysis by the Methods of Moments
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern recognition with moment invariants: a comparative study and new results
Pattern Recognition
Human face recognition and the face image set's topology
CVGIP: Image Understanding
Face Recognition System Using Local Autocorrelations and Multiscale Integration
IEEE Transactions on Pattern Analysis and Machine Intelligence
Orthogonal Moment Features for Use With Parametric and Non-Parametric Classifiers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
On the Accuracy of Zernike Moments for Image Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
A new face detection method based on shape information
Pattern Recognition Letters
Comparisons between Human and Computer Recognition of Faces
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Detection and Tracking of Faces in Real Environments
RATFG-RTS '99 Proceedings of the International Workshop on Recognition, Analysis, and Tracking of Faces and Gestures in Real-Time Systems
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Example Based Learning for View-Based Human Face Detection
Example Based Learning for View-Based Human Face Detection
Face recognition by fractal transformations
ICASSP '99 Proceedings of the Acoustics, Speech, and Signal Processing, 1999. on 1999 IEEE International Conference - Volume 06
Face recognition: a convolutional neural-network approach
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
Face recognition using the nearest feature line method
IEEE Transactions on Neural Networks
Mixture of experts for classification of gender, ethnic origin, and pose of human faces
IEEE Transactions on Neural Networks
Efficient computation of radial moment functions using symmetrical property
Pattern Recognition
On the computational aspects of Zernike moments
Image and Vision Computing
Face detection by neural network trained with Zernike moments
ISPRA'07 Proceedings of the 6th WSEAS International Conference on Signal Processing, Robotics and Automation
Face detection by neural network trained with Zernike moments
ISPRA'07 Proceedings of the 6th WSEAS International Conference on Signal Processing, Robotics and Automation
Fast computation of geometric moments using a symmetric kernel
Pattern Recognition
SEGMENTATION OF MULTIPLE HUMAN OBJECTS IN VIDEO SEQUENCES
Applied Artificial Intelligence
Content-based image retrieval methods
Programming and Computing Software
Fast and accurate method for radial moment's computation
Pattern Recognition Letters
Improvement of the disc harmonic moments descriptor by an exponentially decaying distance transform
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Face recognition using Zernike and complex Zernike moment features
Pattern Recognition and Image Analysis
A pseudo-Zernike moment based audio watermarking scheme robust against desynchronization attacks
Computers and Electrical Engineering
Classification of benign and malignant masses based on Zernike moments
Computers in Biology and Medicine
An efficient feature extraction method for the middle-age character recognition
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
Digital audio watermarking technique using pseudo-zernike moments
ICICS'09 Proceedings of the 11th international conference on Information and Communications Security
Discriminative Zernike and Pseudo Zernike Moments for Face Recognition
International Journal of Computer Vision and Image Processing
Hi-index | 0.00 |
This paper introduces a novel method for the recognition of human faces in digital images using a new feature extraction method that combines the global and local information in frontal view of facial images. Radial basis function (RBF) neural network with a hybrid learning algorithm (HLA) has been used as a classifier. The proposed feature extraction method includes human face localization derived from the shape information. An efficient distance measure as facial candidate threshold (FCT) is defined to distinguish between face and nonface images. Pseudo-Zernike moment invariant (PZMI) with an efficient method for selecting moment order has been used. A newly defined parameter named axis correction ratio (ACR) of images for disregarding irrelevant information of face images is introduced. In this paper, the effect of these parameters in disregarding irrelevant information in recognition rate improvement is studied. Also we evaluate the effect of orders of PZMI in recognition rate of the proposed technique as well as RBF neural network learning speed. Simulation results on the face database of Olivetti Research Laboratory (ORL) indicate that the proposed method for human face recognition yielded a recognition rate of 99.3%.