CNN Inference Using a Preprocessing Precision Controller and Approximate Multipliers with Various Precisions

Issam Hammad; Ling Li; Kamal El-Sankary; W. Martin Snelgrove

doi:10.1109/ACCESS.2021.3049299

CNN Inference Using a Preprocessing Precision Controller and Approximate Multipliers with Various Precisions

Issam Hammad, Ling Li, Kamal El-Sankary, W. Martin Snelgrove

Materials Science

Research output: Contribution to journal › Article › peer-review

29 Citations (Scopus)

Original language	English
Article number	9313992
Pages (from-to)	7220-7232
Number of pages	13
Journal	IEEE Access
Volume	9
DOIs	https://doi.org/10.1109/ACCESS.2021.3049299
Publication status	Published - 2021

ASJC Scopus Subject Areas

General Engineering
General Materials Science
General Computer Science

Keywords

Approximate computing
CNN accelerator
approximate multiplier
deep learning
precision prediction
reconfigurable approximate multiplier

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10.1109/ACCESS.2021.3049299

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Hammad, I., Li, L., El-Sankary, K., & Snelgrove, W. M. (2021). CNN Inference Using a Preprocessing Precision Controller and Approximate Multipliers with Various Precisions. IEEE Access, 9, 7220-7232. Article 9313992. https://doi.org/10.1109/ACCESS.2021.3049299

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keywords = "Approximate computing, CNN accelerator, approximate multiplier, deep learning, precision prediction, reconfigurable approximate multiplier",

author = "Issam Hammad and Ling Li and Kamal El-Sankary and Snelgrove, {W. Martin}",

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KW - precision prediction

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CNN Inference Using a Preprocessing Precision Controller and Approximate Multipliers with Various Precisions

ASJC Scopus Subject Areas

Keywords

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