Search Results for author: Sandip Ray

Found 1 papers, 0 papers with code

Optimizing the Whole-life Cost in End-to-end CNN Acceleration

no code implementations12 Apr 2021 JiaQi Zhang, Xiangru Chen, Sandip Ray

With the heterogeneous functional layers that cannot be pro-cessed by the accelerators proposed for convolution layers only, modern end-to-end CNN acceleration so-lutions either transform the diverse computation into matrix/vector arithmetic, which loses data reuse op-portunities in convolution, or introduce dedicated functional unit to each kind of layer, which results in underutilization and high update expense.

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