DSLR-CNN: Efficient CNN Acceleration Using Digit-Serial Left-to-Right Arithmetic

DSLR-CNN: Efficient CNN Acceleration Using Digit-Serial Left-to-Right Arithmetic

Digit-serial arithmetic has emerged as a viable approach for designing hardware accelerators, reducing interconnections, area utilization, and power consumption. However, conventional methods suffer from performance and latency issues. To address these challenges, we propose an accelerator design us...

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Bibliographic Details
Main Authors: Malik Zohaib Nisar, Muhammad Sohail Ibrahim, Saeid Gorgin, Muhammad Usman, Jeong-A Lee
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Convolutional neural network accelerator
left-to-right arithmetic
digit-serial
most-significant digit first
Online Access:https://ieeexplore.ieee.org/document/10758633/
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https://ieeexplore.ieee.org/document/10758633/

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