Design Space Exploration for CNN Offloading to FPGAs at the Edge-Reference-Cited by-同舟云学术

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Design Space Exploration for CNN Offloading to FPGAs at the Edge

Published:2023-06-20 Issue: Volume: Page:
ISSN:
Container-title:2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)
language:
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Author:

Korol Guilherme¹,Jordan Michael Guilherme¹,Rutzig Mateus Beck²,Castrillon Jeronimo³,Beck Antonio Carlos Schneider¹

Affiliation:

1. Institute of Informatics, Universidade Federal do Rio Grande do Sul (UFRGS),Porto Alegre,Brazil

2. Universidade Federal de Santa Maria (UFSM),Electronics and Computing Department,Santa Maria,Brazil

3. TU Dresden,Center for Advancing Electronics Dresden,Dresden,Germany

Publisher

IEEE

Link

http://xplorestaging.ieee.org/ielx7/10238464/10238482/10238644.pdf?arnumber=10238644

Reference23 articles.

1. Pruning filters for efficient convnets;li;ICLR OpenReview net,2017

2. BranchyNet: Fast inference via early exiting from deep neural networks

3. Xilinx/brevitas;pappalardo,0

4. Clipper: A low-latency online prediction serving system;crankshaw;USENIX NSDI,2017

5. DjiNN and Tonic

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