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FPGA accelerators for deep learning

Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator


Custom hardware accelerators of Convolutional Neural Networks (CNN) provide a promising solution to meet real-time constraints for a wide range of applications on low-cost embedded devices. In this work, we aim to lower the dynamic power of a stream-based CNN hardware accelerator by reducing the computational redundancies in the CNN layers. In particular, we investigate the redundancies due to the downsampling effect of max pooling layers which are prevalent in state-of-the-art CNNs, and propose an approximation method to reduce the overall computations.

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Authors:
Duvindu Piyasena, Rukshan Wickramasinghe, Debdeep Paul, Siew-Kei Lam, Meiqing Wu
Submitted On:
26 September 2019 - 8:30pm
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[1] Duvindu Piyasena, Rukshan Wickramasinghe, Debdeep Paul, Siew-Kei Lam, Meiqing Wu, "Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4844. Accessed: Nov. 20, 2019.
@article{4844-19,
url = {http://sigport.org/4844},
author = {Duvindu Piyasena; Rukshan Wickramasinghe; Debdeep Paul; Siew-Kei Lam; Meiqing Wu },
publisher = {IEEE SigPort},
title = {Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator},
year = {2019} }
TY - EJOUR
T1 - Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator
AU - Duvindu Piyasena; Rukshan Wickramasinghe; Debdeep Paul; Siew-Kei Lam; Meiqing Wu
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4844
ER -
Duvindu Piyasena, Rukshan Wickramasinghe, Debdeep Paul, Siew-Kei Lam, Meiqing Wu. (2019). Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator. IEEE SigPort. http://sigport.org/4844
Duvindu Piyasena, Rukshan Wickramasinghe, Debdeep Paul, Siew-Kei Lam, Meiqing Wu, 2019. Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator. Available at: http://sigport.org/4844.
Duvindu Piyasena, Rukshan Wickramasinghe, Debdeep Paul, Siew-Kei Lam, Meiqing Wu. (2019). "Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator." Web.
1. Duvindu Piyasena, Rukshan Wickramasinghe, Debdeep Paul, Siew-Kei Lam, Meiqing Wu. Lowering Dynamic Power of a Stream-based CNN Hardware Accelerator [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4844