Created Sunday 06 April 2014
Introduction
- Convolutional Neural Network - basic yet good overview of convolutional networks
- Convolutional Networks for Images, Speech, and Time-Series by Lecun and Bengio - really good non-mathematical overview of convolutional networks
- An Intro to Convolutional Neural Networks - another good non-mathematical overview of convolutional networks
LeNet4
- Y. LeCun, B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard, and L. D. Jackel. Handwritten digit recognition with a back-propagation network. Definiition of LeNet4
- Y. LeCun, B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard, and L. D. Jackel. Backpropagation Applied to Handwritten Zip Code Recognition. Biases are not shared!...for this particular implementation but not in LeNet4
- LeCun, O. Matan, B. Boser, J. S. Denker, D. Henderson, R. E. Howard, W. Hubbard, L. D. Jackel and H. S. Baird: Handwritten Zip Code Recognition with Multilayer Networks
In-Depth
- Gradient-Based Learning Applied to Document Recognition by Lecun, Bottou, Bengio, and Haffner - more detailed overview of convolutional networks
- http://ufldl.stanford.edu/wiki/index.php/Exercise:Convolution_and_Pooling - convolution and pooling
- http://yann.lecun.com/exdb/publis/index.html
- http://cs.nyu.edu/~koray/publis/lecun-iscas-10.pdf - Convolutional Networks and Applications in Vision by LeCun, Kavukcuoglu, and Farabet
- http://www.ais.uni-bonn.de/papers/icann2010_maxpool.pdf - Evaluation of Pooling Operations in Convolutional Architectures for Object Recognition by Scherer, Muller, Behnke
No backlinks to this page. comments powered by Disqus