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Hello Edge: Keyword Spotting on Microcontrollers

20 November 2017

Papers citing "Hello Edge: Keyword Spotting on Microcontrollers"

50 / 173 papers shown

Title
Lightweight feature encoder for wake-up word detection based on self-supervised speech representationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Hyungjun Lim Younggwan Kim Ki-Woong Yeom E. Seo Hoodong Lee Stanley Jungkyu Choi Honglak Lee 175 4 0 14 Mar 2023
Walking Noise: On Layer-Specific Robustness of Neural Architectures against Noisy Computations and Associated Characteristic Learning Dynamics Hendrik Borras Bernhard Klein Holger Fröning AAML 241 1 0 20 Dec 2022
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network PerformanceIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Haotong Qin Xudong Ma Yifu Ding Xiaochen Li Yang Zhang Zejun Ma Jinyang Guo Jie Luo Xianglong Liu MQ 224 36 0 13 Nov 2022
LiCo-Net: Linearized Convolution Network for Hardware-efficient Keyword Spotting Haichuan Yang Zhaojun Yang Liting Wan Biqiao Zhang Yangyang Shi ... R. Álvarez Ming Sun Xin Lei Raghuraman Krishnamoorthi Vikas Chandra 125 7 0 09 Nov 2022
Metric Learning for User-defined Keyword SpottingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Jaemin Jung You-kyong. Kim Jihwan Park Youshin Lim Byeong-Yeol Kim Youngjoon Jang Joon Son Chung 201 16 0 01 Nov 2022
HEiMDaL: Highly Efficient Method for Detection and Localization of wake-wordsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Arnav Kundu Mohammad Samragh Razlighi Minsik Cho Priyanka Padmanabhan Devang Naik 112 3 0 26 Oct 2022
Taxonomic Classification of IoT Smart Home Voice Control M. Hewitt H. Cunningham 150 3 0 24 Oct 2022
Discriminatory and orthogonal feature learning for noise robust keyword spottingIEEE Signal Processing Letters (SPL), 2022 Donghyeon Kim Kyungdeuk Ko D. Han Hanseok Ko 121 5 0 20 Oct 2022
Asymmetric Temperature Scaling Makes Larger Networks Teach Well AgainNeural Information Processing Systems (NeurIPS), 2022 Xin-Chun Li Wenxuan Fan Shaoming Song Yinchuan Li Bingshuai Li Yunfeng Shao De-Chuan Zhan 200 34 0 10 Oct 2022
I2CR: Improving Noise Robustness on Keyword Spotting Using Inter-Intra Contrastive RegularizationAsia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2022 Dianwen Ng J. Yip Tanmay Surana Zhao Yang Chong Zhang Yukun Ma Chongjia Ni Chng Eng Siong B. Ma 189 9 0 14 Sep 2022
Keyword Spotting System and Evaluation of Pruning and Quantization Methods on Low-power Edge Microcontrollers Jingyi Wang Shengchen Li 83 11 0 04 Aug 2022
ZeroFL: Efficient On-Device Training for Federated Learning with Local SparsityInternational Conference on Learning Representations (ICLR), 2022 Xinchi Qiu Javier Fernandez-Marques Pedro Gusmão Yan Gao Titouan Parcollet Nicholas D. Lane FedML 182 85 0 04 Aug 2022
A 23 $μ$ W Keyword Spotting IC with Ring-Oscillator-Based Time-Domain Feature ExtractionIEEE Journal of Solid-State Circuits (JSSC), 2022 Kwantae Kim Chang Gao Rui Gracca Ilya Kiselev H. Yoo T. Delbruck Shih-Chii Liu 163 32 0 01 Aug 2022
T-RECX: Tiny-Resource Efficient Convolutional neural networks with early-eXitACM International Conference on Computing Frontiers (CF), 2022 N. Ghanathe Steve Wilton 245 13 0 14 Jul 2022
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H. Borras G. D. Guglielmo Javier Mauricio Duarte Nicolò Ghielmetti B. Hawks ... Nhan Tran Yaman Umuroglu Olivia Weng Aidan Yokuda Michaela Blott VLM MQ 173 15 0 23 Jun 2022
FedorAS: Federated Architecture Search under system heterogeneity Łukasz Dudziak Stefanos Laskaridis Javier Fernandez-Marques FedML 308 9 0 22 Jun 2022
Avoid Overfitting User Specific Information in Federated Keyword SpottingInterspeech (Interspeech), 2022 Xin-Chun Li Jin-Lin Tang Shaoming Song Bingshuai Li Yinchuan Li Yunfeng Shao Le Gan De-Chuan Zhan FedML AAML 119 9 0 17 Jun 2022
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge NodesInternational Green and Sustainable Computing Conference (GSC), 2022 Matteo Risso Luca Bompani Luca Benini Enrico Macii Massimo Poncino Daniele Jahier Pagliari MQ 190 14 0 17 Jun 2022
Adversarial Vulnerability of Randomized EnsemblesInternational Conference on Machine Learning (ICML), 2022 Hassan Dbouk Naresh R Shanbhag AAML 133 7 0 14 Jun 2022
Machine Learning Sensors Pete Warden Matthew P. Stewart Brian Plancher Colby R. Banbury Yasmine Omri Emma Chen Zain Asgar Sachin Katti Vijay Janapa Reddi 176 14 0 07 Jun 2022
Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural NetworksInternational Symposium on Low Power Electronics and Design (ISLPED), 2022 Matteo Risso Luca Bompani Luca Benini Enrico Macii Massimo Poncino Daniele Jahier Pagliari 224 3 0 01 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A ReviewIEEE Sensors Journal (IEEE Sens. J.), 2022 Swapnil Sayan Saha S. Sandha Mani B. Srivastava 435 168 0 29 May 2022
Real Time On Sensor Gait Phase Detection with 0.5KB Deep Learning ModelIEEE International Conference on Consumer Electronics (ICCE), 2020 Yian Chen Jien-De Sui Tian-Sheuan Chang CVBM 94 1 0 02 May 2022
Depth Pruning with Auxiliary Networks for TinyMLIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Josen Daniel De Leon Rowel Atienza VLM 231 14 0 22 Apr 2022
Federated Self-supervised Speech Representations: Are We There Yet?Interspeech (Interspeech), 2022 Yan Gao Javier Fernandez-Marques Titouan Parcollet Abhinav Mehrotra Nicholas D. Lane 139 14 0 06 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyMLACM Computing Surveys (ACM CSUR), 2022 Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 169 74 0 02 Apr 2022
Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword SpottingInterspeech (Interspeech), 2022 Yanghua Xiao Nana Hou Eng Siong Chng CLL 181 17 0 30 Mar 2022
Training Quantised Neural Networks with STE Variants: the Additive Noise Annealing AlgorithmComputer Vision and Pattern Recognition (CVPR), 2022 Matteo Spallanzani G. P. Leonardi Luca Benini 128 4 0 21 Mar 2022
$Infrastructure-free, Deep Learned Urban Noise Monitoring at $\sim$100mW$ Infrastructure-free, Deep Learned Urban Noise Monitoring at $\sim$ 100mWInternational Conference on Cyber-Physical Systems (ICCPS), 2022 Jihoon Yun Sangeeta Srivastava Dhrubojyoti Roy Nathan Stohs C. Mydlarz Mahiny A. Salman Bea Steers J. P. Bello Anish Arora 126 6 0 11 Mar 2022
YONO: Modeling Multiple Heterogeneous Neural Networks on MicrocontrollersInternational Symposium on Information Processing in Sensor Networks (IPSN), 2022 Young D. Kwon Jagmohan Chauhan Cecilia Mascolo 154 14 0 08 Mar 2022
BiFSMN: Binary Neural Network for Keyword SpottingInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Haotong Qin Xunyuan Ma Yifu Ding Xiaochen Li Yang Zhang Yao Tian Zejun Ma Jie Luo Xianglong Liu MQ 369 12 0 14 Feb 2022
A Fast Network Exploration Strategy to Profile Low Energy Consumption for Keyword Spotting A. Mazumder T. Mohsenin 183 6 0 04 Feb 2022
ConvMixer: Feature Interactive Convolution with Curriculum Learning for Small Footprint and Noisy Far-field Keyword SpottingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Dianwen Ng Yunqi Chen Biao Tian Qiang Fu Chng Eng Siong 113 59 0 15 Jan 2022
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural NetworksIEEE Transactions on Circuits and Systems Part 1: Regular Papers (TCAS I), 2022 G. Cerutti Lukas Cavigelli Renzo Andri Michele Magno Elisabetta Farella Luca Benini 114 18 0 10 Jan 2022
Computational bioacoustics with deep learning: a review and roadmap D. Stowell 212 331 0 13 Dec 2021
Deep Spoken Keyword Spotting: An OverviewIEEE Access (IEEE Access), 2021 Iván López-Espejo Zheng-Hua Tan John H. L. Hansen Jesper Jensen 181 131 0 20 Nov 2021
Ultra-Low Power Keyword Spotting at the Edge Mehmet Gorkem Ulkar O. E. Okman 60 16 0 09 Nov 2021
Visual Keyword Spotting with AttentionBritish Machine Vision Conference (BMVC), 2021 Prajwal K R Liliane Momeni Triantafyllos Afouras Andrew Zisserman 132 16 0 29 Oct 2021
Differentiable Network Pruning for Microcontrollers Edgar Liberis Nicholas D. Lane 218 25 0 15 Oct 2021
End-to-end Keyword Spotting using Xception-1dThe European Symposium on Artificial Neural Networks (ESANN), 2021 Iván Vallés-Pérez J. Gómez-Sanchís M. Martínez-Sober Joan Vila-Francés Antonio J. Serrano E. Soria-Olivas 123 0 0 09 Oct 2021
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 176 17 0 06 Oct 2021
Behavior of Keyword Spotting Networks Under Noisy Conditions Anwesh Mohanty Adrian Frischknecht Christoph Gerum Oliver Bringmann 166 1 0 15 Sep 2021
A Separable Temporal Convolution Neural Network with Attention for Small-Footprint Keyword Spotting Shenghua Hu Jing Wang Yujun Wang Lidong Yang Wenjing Yang 118 2 0 01 Sep 2021
Separable Temporal Convolution plus Temporally Pooled Attention for Lightweight High-performance Keyword SpottingAsia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2021 Shenghua Hu Jing Wang Yujun Wang Wenjing Yang 107 1 0 27 Aug 2021
Federated Learning Meets Natural Language Processing: A Survey Ming Liu Stella Ho Mengqi Wang Longxiang Gao Yuan Jin Heng Zhang FedML 142 82 0 27 Jul 2021
A Construction Kit for Efficient Low Power Neural Network Accelerator Designs Petar Jokic E. Azarkhish Andrea Bonetti M. Pons S. Emery Luca Benini 167 5 0 24 Jun 2021
Zero-Shot Federated Learning with New Classes for Audio ClassificationInterspeech (Interspeech), 2021 Gautham Krishna Gudur S. K. Perepu FedML 89 12 0 18 Jun 2021
MLPerf Tiny Benchmark Colby R. Banbury Vijay Janapa Reddi P. Torelli J. Holleman Nat Jeffries ... Videet Parekh Honson Tran Nhan Tran Niu Wenxu Xu Xuesong VLM 428 241 0 14 Jun 2021
Widening Access to Applied Machine Learning with TinyMLHarvard data science review (HDSR), 2021 Vijay Janapa Reddi Brian Plancher Susan Kennedy L. Moroney Pete Warden ... Dominic Pajak Dhilan Ramaprasad J. E. Smith Matthew P. Stewart D. Tingley 119 56 0 07 Jun 2021
Encoder-Decoder Neural Architecture Optimization for Keyword Spotting Tong Mo Bang Liu 261 7 0 04 Jun 2021