Search Results for author: Lukasz Lew

Found 2 papers, 1 papers with code

PokeBNN: A Binary Pursuit of Lightweight Accuracy

no code implementations30 Nov 2021 Yichi Zhang, Zhiru Zhang, Lukasz Lew

We establish a new, strong state-of-the-art (SOTA) on top-1 accuracy together with commonly-used CPU64 cost, ACE cost and network size metrics.

Binarization

Pareto-Optimal Quantized ResNet Is Mostly 4-bit

1 code implementation7 May 2021 Amirali Abdolrashidi, Lisa Wang, Shivani Agrawal, Jonathan Malmaud, Oleg Rybakov, Chas Leichner, Lukasz Lew

In this work, we use ResNet as a case study to systematically investigate the effects of quantization on inference compute cost-quality tradeoff curves.

Quantization

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