Pose invariant face recognition
- 7 November 2002
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
Abstract
In this paper, we describe a novel neural network architecture, which can recognize human faces with any view in a certain viewing angle range (from left 30 degrees to right 30 degrees out of plane rotation). View-specific eigenface analysis is used as the front-end of the system to extract features, and the neural network ensemble is used for recognition. Experimental results show that the recognition accuracy of our network ensemble is higher than conventional methods such as using a single neural network to recognize faces of a specific view.Keywords
This publication has 13 references indexed in Scilit:
- Face recognition using hybrid classifier systemsPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Multi-layer perceptron ensembles for increased performance and fault-tolerance in pattern recognition tasksPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Squad-based expert modules for closing diphthong recognitionPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2002
- Classification of seismic signals by integrating ensembles of neural networksIEEE Transactions on Signal Processing, 1998
- Face recognition using ensembles of networksPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1996
- View-based and modular eigenspaces for face recognitionPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1994
- Face recognition: features versus templatesPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1993
- Ensemble methods for handwritten digit recognitionPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1992
- Eigenfaces for RecognitionJournal of Cognitive Neuroscience, 1991
- Application of the Karhunen-Loeve procedure for the characterization of human facesPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1990