Imperial College London
Alternate

ProfessorPaulKelly

Faculty of Engineering, Department of Computing

Professor of Software Technology
 
 
 
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Contact

 

+44 (0)20 7594 8332p.kelly Website

 
 
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Location

 

Level 3 (upstairs), William Penney Building, room 304William Penney LaboratorySouth Kensington Campus

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Summary

 

Publications

Citation

BibTex format

@inproceedings{Stow:2021,
author = {Stow, E and Murai, R and Saeedi, S and Kelly, P},
pages = {181--197},
publisher = {Springer Verlag},
title = {Cain: Automatic code generation for simultaneous convolutional kernels onfocal-plane sensor-processors},
url = {http://hdl.handle.net/10044/1/83866},
year = {2021}
}
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RIS format (EndNote, RefMan)

TY  - CPAPER
AB  - Focal-plane  Sensor-processors  (FPSPs)  are  a  camera  technology  that  enables  low  power,  high  frame  rate  computation,  making the  device  suitable  for  edge  computation.  Unfortunately,  the  device’s limited instruction set and registers make the development of complex algorithms challenging. In this work, we present Cain – a compiler that targets SCAMP-5, a general-purpose FPSP – which generates SCAMP-5 code from multiple convolutional kernels. As an example, given the convolutional kernels for an MNIST digit recognition neural network, Cain produces code that is half as long, when compared to the other available compilers for SCAMP-5.
AU  - Stow,E
AU  - Murai,R
AU  - Saeedi,S
AU  - Kelly,P
EP  - 197
PB  - Springer Verlag
PY  - 2021///
SN  - 0302-9743
SP  - 181
TI  - Cain: Automatic code generation for simultaneous convolutional kernels onfocal-plane sensor-processors
UR  - http://hdl.handle.net/10044/1/83866
ER  -
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