Convolution accelerator designs using fast algorithms

DOI10.3390/a12050112zbMath1461.94028OpenAlexW2946494244WikidataQ127821422 ScholiaQ127821422MaRDI QIDQ2004889

Leiou Wang, Donghui Wang, Yulin Zhao

Publication date: 7 October 2020

Published in: Algorithms (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.3390/a12050112

zbMATH Keywords

FPGAfast convolutionconvolutional neural networkStrassenWinograd

Mathematics Subject Classification ID

Computing methodologies for image processing (68U10) Image processing (compression, reconstruction, etc.) in information and communication theory (94A08)

Uses Software

• ImageNet
• fbfft
• AlexNet
• XNOR-Net
• Faster R-CNN

Cites Work

• Unnamed Item
• Matrix multiplication via arithmetic progressions
• A faster algorithm for reducing the computational complexity of convolutional neural networks
• Gaussian elimination is not optimal

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