Template-oriented hardware design based on shape analysis of 2D CNN operators in CNN template libraries and applications

This work aims at finding efficient configurations of coefficient circuits in a CNN hardware cell implementation based on the shape of the templates listed in the Cellular Wave Computing Library (CSW) and some applications/algorithms addressed in the CNN literature. The paper also touches briefly on...

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Main Authors: Fernandez Garcia, N.A., Suarez, M., Brea, V.M., Cabello, D.
Format: Conference Proceeding
Language:English
Subjects:
Algorithm design and analysis
Feature extraction
Filling
Hardware
Image processing
Libraries
Shape
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creator Fernandez Garcia, N.A.
Suarez, M.
Brea, V.M.
Cabello, D.
description This work aims at finding efficient configurations of coefficient circuits in a CNN hardware cell implementation based on the shape of the templates listed in the Cellular Wave Computing Library (CSW) and some applications/algorithms addressed in the CNN literature. The paper also touches briefly on possible hardware approaches to take advantage of the shape and symmetries of the templates.
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subjects Algorithm design and analysis
Feature extraction
Filling
Hardware
Image processing
Libraries
Shape
title Template-oriented hardware design based on shape analysis of 2D CNN operators in CNN template libraries and applications
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