Title :
CNNOPT: Learning dynamics and CNN chip-specific robustness
Author :
Hillier, Daniel ; de Souza, Samuel Xavier ; Suykens, Johan A K ; Vandewalle, Joos
Abstract :
A software tool with the aim of learning new CNN templates and incorporating the ability to tune templates to individual chip instances is presented. During demonstration, the training process of the grayscale constrained trigger-wave template [1] will be shown. The audience can test the tool by proposing their own operation to be learned/tuned.
Keywords :
Cellular neural networks; Cost function; Gray-scale; Laboratories; Microwave integrated circuits; Neural networks; Optimization methods; Robustness; Spatiotemporal phenomena; Very large scale integration;
Conference_Titel :
Cellular Neural Networks and Their Applications, 2006. CNNA '06. 10th International Workshop on
Conference_Location :
Istanbul, Turkey
Print_ISBN :
1-4244-0640-4
Electronic_ISBN :
1-4244-0640-4
DOI :
10.1109/CNNA.2006.341591