Convolutional neural networks for face recognition and finger-vein biometric identification

• Main Author: Ahmad Radzi, Syafeeza
• Format: Thesis
• Language: English
• Published: 2014
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://eprints.utm.my/id/eprint/78607/1/SyafeezaAhmadRadziPFKE2014.pdf; http://eprints.utm.my/id/eprint/78607/; http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:97927
• Institution: Universiti Teknologi Malaysia

The Convolutional Neural Network (CNN), a variant of the Multilayer Perceptron (MLP), has shown promise in solving complex recognition problems, particularly in visual pattern recognition. However, the classical LeNet-5 CNN model, which most solutions are based on, is highly compute-intensive. This...