TY - GEN
T1 - A fast neural-based eye detection system
AU - Tivive, Fok Hing Chi
AU - Bouzerdoum, Abdesselam
PY - 2005
Y1 - 2005
N2 - This paper presents a fast eye detection system which is based on an artificial neural network known as the shunting inhibitory convolutional neural network, or SICoNNet for short. With its two-dimensional network architecture and the use of convolution operators, the eye detection system processes an entire input image and generates the location map of the detected eyes at the output. The network consists of 479 trainable parameters which are adapted by a modified Levenberg-Marquardt training algorithm in conjunction with a bootstrap procedure. Tested on 180 real images, with 186 faces, the accuracy of the eye detector reaches 96.8% with only 38 false detections.
AB - This paper presents a fast eye detection system which is based on an artificial neural network known as the shunting inhibitory convolutional neural network, or SICoNNet for short. With its two-dimensional network architecture and the use of convolution operators, the eye detection system processes an entire input image and generates the location map of the detected eyes at the output. The network consists of 479 trainable parameters which are adapted by a modified Levenberg-Marquardt training algorithm in conjunction with a bootstrap procedure. Tested on 180 real images, with 186 faces, the accuracy of the eye detector reaches 96.8% with only 38 false detections.
UR - http://www.scopus.com/inward/record.url?scp=33847184263&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:33847184263
SN - 0780392663
SN - 9780780392663
T3 - Proceedings of 2005 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2005
SP - 641
EP - 644
BT - Proceedings of 2005 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2005
T2 - 2005 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2005
Y2 - 13 December 2005 through 16 December 2005
ER -