Benchmarking Quantized Neural Networks on FPGAs with FINN

1 code implementation • 2 Feb 2021 • Quentin Ducasse, Pascal Cotret, Loïc Lagadec, Robert Stewart

FINN and Brevitas, two frameworks from Xilinx labs, are used to assess the impact of quantization on neural networks using 2 to 8 bit precisions and weights with several parallelization configurations.

Benchmarking Quantization