Title :
Design space exploration for the integrated digital CNN camera
Author :
Malki, Suleyman ; Spaanenburg, Lambert
Author_Institution :
Dept. of Electr. & Inf. Technol., Lund Univ., Lund
Abstract :
The main thrust of CNN technology has been in analog implementations. Early attempts for digital implementations have a limited potential, confining the usage to for instance linear algorithms for B/W pictures. The paper looks into the prospects of successfully integrating the full CNN potential. This requires a carefully tuning of memory and network-on-chip bandwidth to the temporal/spatial aspects of the neural nodes. The paper introduces an exploration model and discusses architecture with application to streaming grey-scale images.
Keywords :
cameras; cellular neural nets; digital photography; image processing; network-on-chip; analog implementations; cellular neural network camera; design space exploration; digital implementations; grey-scale images; integrated digital camera; network-on-chip; Bandwidth; Cellular neural networks; Clocks; Context modeling; Digital cameras; Information technology; Pipelines; Space exploration; Space technology; Streaming media;
Conference_Titel :
Information Technology, 2008. IT 2008. 1st International Conference on
Conference_Location :
Gdansk
Print_ISBN :
978-1-4244-2244-9
Electronic_ISBN :
978-1-4244-2245-6
DOI :
10.1109/INFTECH.2008.4621602