Feature-based face recognition: neural network using recognition-by-recall

Authors:
Wenli Zhang;Yan Guo
Affiliations:
RWCP, Information-Base Functions, KRDL Lab, Singapore;RWCP, Multi-Modal Functions, KRDL Lab, Singapore
Venue:
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Year:
2000

Citing 2
Cited 0

Example-Based Learning for View-Based Human Face Detection

IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition: a convolutional neural-network approach

IEEE Transactions on Neural Networks

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Abstract

Accurate face recognition is very hard to achieve but very important in practical applications. We propose a neural network, based on recognition by-recall paradigm, to improve the performance. We observe that human has remarkable capability in verifying if two photographs are from the same person or not, thus we devise a neural network to simulate the capability. We use eigen-face features to train the network and adopt a training method of the neural network to tolerate the errors in eye locations. The result shows that the verification performance of the system is very promising.