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ISP4ML: Understanding the Role of Image Signal Processing in Efficient Deep Learning Vision Systems

Nov 25, 2019
Patrick Hansen, Alexey Vilkin, Yury Khrustalev, James Imber, David Hanwell, Matthew Mattina, Paul N. Whatmough

* 13 pages, 11 figures 

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FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning

Feb 27, 2019
Paul N. Whatmough, Chuteng Zhou, Patrick Hansen, Shreyas Kolala Venkataramanaiah, Jae-sun Seo, Matthew Mattina

* 10 pages, 8 figures, paper accepted at SysML2019 conference 

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Energy Efficient Hardware for On-Device CNN Inference via Transfer Learning

Dec 04, 2018
Paul Whatmough, Chuteng Zhou, Patrick Hansen, Matthew Mattina

* 4 pages, 2 figures, NeurIPS 2018 on-device ML workshop 

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