Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes

Author:

Risso Matteo1,Burrello Alessio2,Benini Luca2,Macii Enrico3,Poncino Massimo1,Pagliari Daniele Jahier1

Affiliation:

1. Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy

2. Electronic and Information Engineering, University of Bologna,Department of Electrical,Bologna,Italy,40136

3. Politecnico di Torino,Inter-university Department of Regional and Urban Studies and Planning,Turin,Italy

Funder

ECSEL

Publisher

IEEE

Reference25 articles.

1. Mobilenets: Efficient convolutional neural networks for mobile vision applications;howard;ArXiv,2017

2. HAQ: Hardware-Aware Automated Quantization With Mixed Precision

3. Mlperf tiny benchmark;banbury;ArXiv,2021

4. A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference

5. CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

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