Quantization and Deployment of Deep Neural Networks on Microcontrollers

Quantization and Deployment of Deep Neural Networks on Microcontrollers

27 May 2021

Pierre-Emmanuel Novac

Alain Pegatoquet

Benoit Miramond

Vincent Gripon

Papers citing "Quantization and Deployment of Deep Neural Networks on Microcontrollers"

10 / 10 papers shown

Title
Iteratively Training Look-Up Tables for Network Quantization Fabien Cardinaux Stefan Uhlich K. Yoshiyama Javier Alonso García Lukas Mauch Stephen Tiedemann Thomas Kemp Akira Nakamura MQ 63 16 0 12 Nov 2019
FANN-on-MCU: An Open-Source Toolkit for Energy-Efficient Neural Network Inference at the Edge of the Internet of Things Xiaying Wang Michele Magno Lukas Cavigelli Luca Benini 38 118 0 08 Nov 2019
Attention Based Pruning for Shift Networks G. B. Hacene Carlos Lassance Vincent Gripon Matthieu Courbariaux Yoshua Bengio 52 25 0 29 May 2019
Learned Step Size Quantization S. K. Esser J. McKinstry Deepika Bablani R. Appuswamy D. Modha MQ 55 792 0 21 Feb 2019
Deep $k$ -Means: Jointly clustering with $k$ -Means and learning representations Maziar Moradi Fard Thibaut Thonet Éric Gaussier 42 236 0 26 Jun 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 124 3,090 0 15 Dec 2017
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 133 4,342 0 16 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 118 7,448 0 24 Feb 2016
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 203 8,793 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 247 6,628 0 08 Jun 2015