Search Results for author: Shreyas Kolala Venkataramanaiah

Found 2 papers, 1 papers with code

Automatic Compiler Based FPGA Accelerator for CNN Training

no code implementations15 Aug 2019 Shreyas Kolala Venkataramanaiah, Yufei Ma, Shihui Yin, Eriko Nurvithadhi, Aravind Dasu, Yu Cao, Jae-sun Seo

Training of convolutional neural networks (CNNs)on embedded platforms to support on-device learning is earning vital importance in recent days.

FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning

1 code implementation27 Feb 2019 Paul N. Whatmough, Chuteng Zhou, Patrick Hansen, Shreyas Kolala Venkataramanaiah, Jae-sun Seo, Matthew Mattina

Over a suite of six datasets we trained models via transfer learning with an accuracy loss of $<1\%$ resulting in up to 11. 2 TOPS/W - nearly $2 \times$ more efficient than a conventional programmable CNN accelerator of the same area.

General Classification Image Classification +1

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