%0 Journal Article %J IEEE Micro %D 2018 %T Domain-Specific Approximation for Object Detection %A Chin, Ting-Wu %A Yu, Chia-Lin %A Halpern, Matthew %A Genc, Hasan %A Tsao, Shiao-Li %A Reddi, Vijay Janapa %X

In summary,

our contributions are as follows: • We investigate DSA and characterize the effectiveness of category-awareness. • We conduct a limit study to understand the benefit of applying approximation in a perframe manner with category-awareness (category-aware dynamic DSA). • We present the challenges of harnessing DSA and a proof-of-concept runtime.

%B IEEE Micro %I IEEE %V 38 %P 31–40 %G eng %U https://doi.org/10.1109/MM.2018.112130335 %N 1