English

Faster Convolution Inference Through Using Pre-Calculated Lookup Tables

Machine Learning 2021-04-06 v1 Computer Vision and Pattern Recognition

Abstract

Low-cardinality activations permit an algorithm based on fetching the inference values from pre-calculated lookup tables instead of calculating them every time. This algorithm can have extensions, some of which offer abilities beyond those of the currently used algorithms. It also allows for a simpler and more effective CNN-specialized hardware.

Keywords

Cite

@article{arxiv.2104.01681,
  title  = {Faster Convolution Inference Through Using Pre-Calculated Lookup Tables},
  author = {Grigor Gatchev and Valentin Mollov},
  journal= {arXiv preprint arXiv:2104.01681},
  year   = {2021}
}

Comments

11 pages, 7 figures

R2 v1 2026-06-24T00:50:35.672Z