This package provides code to encode and decode videos with time encoding machines consisting of gabor or centre surround receptive fields followed by Integrate-and-fire neurons1,2 . It supports both the pseudoinverse algorithm, described in3,4 and recurrent neural networks method, described in5 for decoding.
This software was written by Yiyin Zhou and packaged by Nikul Ukani, both currently at the Bionet Group6 at Columbia University.
This software is licensed under the BSD License. See the included LICENSE file for more information.
Please direct all questions and comments pertaining to this software to
Video Time Encoding Machines, Aurel A. Lazar and Eftychios A. Pnevmatikakis, IEEE Transactions on Neural Networks, Volume 22, Number 3, pp. 461-473, March 2011↩
Encoding Natural Scenes with Neural Circuits with Random Thresholds, Aurel A. Lazar, Eftychios A. Pnevmatikakis and Yiyin Zhou, Vision Research, Volume 50, Number 22, pp. 2200-2212, October 2010, Special Issue on Mathematical Models of Visual Coding↩
Video Time Encoding Machines, Aurel A. Lazar and Eftychios A. Pnevmatikakis, IEEE Transactions on Neural Networks, Volume 22, Number 3, pp. 461-473, March 2011↩
Encoding Natural Scenes with Neural Circuits with Random Thresholds, Aurel A. Lazar, Eftychios A. Pnevmatikakis and Yiyin Zhou, Vision Research, Volume 50, Number 22, pp. 2200-2212, October 2010, Special Issue on Mathematical Models of Visual Coding↩
Massively Parallel Neural Encoding and Decoding of Visual Stimuli, Aurel A. Lazar and Yiyin Zhou, Neural Networks, Volume 32, pp. 303-312, August 2012, Special Issue: IJCNN 2011↩