Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks

10 January 2022

G. Cerutti

Lukas Cavigelli

Renzo Andri

Michele Magno

Elisabetta Farella

Luca Benini

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Papers citing "Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks"

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Title
Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices G. Cerutti Renzo Andri Lukas Cavigelli Michele Magno Elisabetta Farella Luca Benini MQ 46 37 0 12 Jan 2021
Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms G. Cerutti Rahul Prasad Alessio Brutti Elisabetta Farella 21 47 0 29 Jan 2020
Additive Noise Annealing and Approximation Properties of Quantized Neural Networks Matteo Spallanzani Lukas Cavigelli G. P. Leonardi Marko Bertogna Luca Benini 29 15 0 24 May 2019
An Optimized Recurrent Unit for Ultra-Low-Power Keyword Spotting Justice Amoh K. Odame 44 17 0 13 Feb 2019
Binary Weighted Memristive Analog Deep Neural Network for Near-Sensor Edge Processing O. Krestinskaya A. P. James MQ 15 23 0 02 Aug 2018
A multi-device dataset for urban acoustic scene classification A. Mesaros Toni Heittola Tuomas Virtanen 25 378 0 25 Jul 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 57 1,599 0 09 Apr 2018
A Cascade Architecture for Keyword Spotting on Mobile Devices A. Gruenstein R. Álvarez Chris Thornton M. Ghodrat 53 36 0 10 Dec 2017
Deep Learning for IoT Big Data and Streaming Analytics: A Survey M. Mohammadi Ala I. Al-Fuqaha Sameh Sorour Mohsen Guizani 62 1,053 0 09 Dec 2017
Hello Edge: Keyword Spotting on Microcontrollers Yundong Zhang Naveen Suda Liangzhen Lai Vikas Chandra 57 433 0 20 Nov 2017
Efficient Convolutional Neural Network For Audio Event Detection Matthias Meyer Lukas Cavigelli Lothar Thiele 22 22 0 28 Sep 2017
Mist Computing: Principles, Trends and Future Direction Manas Kumar Yogi K. Chandrasekhar G. Kumar 38 25 0 06 Aug 2017
Extremely Low Bit Neural Network: Squeeze the Last Bit Out with ADMM Cong Leng Hao Li Shenghuo Zhu Rong Jin MQ 51 286 0 24 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 430 129,831 0 12 Jun 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 380 1,050 0 10 Feb 2017
An End-to-End Architecture for Keyword Spotting and Voice Activity Detection Christopher T. Lengerich Awni Y. Hannun 32 47 0 28 Nov 2016
CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 86 2,488 0 29 Sep 2016
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients Shuchang Zhou Yuxin Wu Zekun Ni Xinyu Zhou He Wen Yuheng Zou MQ 95 2,080 0 20 Jun 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 131 4,342 0 16 Mar 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 122 1,349 0 08 Feb 2016
Online Keyword Spotting with a Character-Level Recurrent Neural Network Kyuyeon Hwang Minjae Lee Wonyong Sung 36 37 0 30 Dec 2015
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 71 814 0 19 Nov 2015