Domain-Specific Approximation for Object Detection


T. - W. Chin, C. - L. Yu, M. Halpern, H. Genc, S. - L. Tsao, and V. J. Reddi, “Domain-Specific Approximation for Object Detection,” IEEE Micro, vol. 38, no. 1, pp. 31–40, 2018.
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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.

Publisher's Version

Last updated on 05/30/2019