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 neurons [1], [2] . It supports both the pseudoinverse algorithm, described in [1], [2] and recurrent neural networks method, described in [3] for decoding.
This software was written by Yiyin Zhou and packaged by Nikul Ukani, both currently at the Bionet Group [4] 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
| [1] | (1, 2) 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 |
| [2] | (1, 2) 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 |
| [3] | 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 |
| [4] | http://www.bionet.ee.columbia.edu/ |