Search Results for author: Syed Asad Alam

Found 2 papers, 0 papers with code

Winograd Convolution for Deep Neural Networks: Efficient Point Selection

no code implementations25 Jan 2022 Syed Asad Alam, Andrew Anderson, Barbara Barabasz, David Gregg

The choice of points impacts the numeric accuracy of the algorithm, but the optimal set of points for small convolutions remains unknown.

Image Segmentation Object Recognition +1

Low precision logarithmic number systems: Beyond base-2

no code implementations12 Feb 2021 Syed Asad Alam, James Garland, David Gregg

Second, we show that low-precision LNS addition and subtraction can be implemented efficiently in logic rather than commonly used ROM lookup tables, the complexity of which can be reduced by an appropriate choice of base.

Numerical Analysis Numerical Analysis Signal Processing 65G50 C.m; G.0

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