Reconfigurable architecture for probabilistic neural network system

Reconfigurable architecture for probabilistic neural network system

Reconfigurable architecture for the probabilistic neural network (PNN) is proposed and the PNN hardware system is developed using FPGAs. In the system, preprocessing circuits as well as the PNN can be reconfigured adapting each task. Potential performance of the PNN cannot be brought out until the t...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Mizuno, R., Aibe, N., Yasunaga, M., Yoshihara, I.
Format: Tagungsbericht
Sprache:eng
Schlagworte:
Counting circuits
Field programmable gate arrays
Image recognition
Kernel
Neural network hardware
Neural networks
Neurons
Reconfigurable architectures
Registers
Systems engineering and theory
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:Reconfigurable architecture for the probabilistic neural network (PNN) is proposed and the PNN hardware system is developed using FPGAs. In the system, preprocessing circuits as well as the PNN can be reconfigured adapting each task. Potential performance of the PNN cannot be brought out until the total reconfigurability including the preprocessing is achieved. The developed system shows high recognition accuracy with high processing speed for some image recognition tasks.
DOI:10.1109/FPT.2003.1275778