Hello Edge: Keyword Spotting on Microcontrollers

20 November 2017

Papers citing "Hello Edge: Keyword Spotting on Microcontrollers"

50 / 74 papers shown

Title
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Patara Trirat Jae-Gil Lee 29 0 0 15 May 2025
Efficient Continual Learning in Keyword Spotting using Binary Neural Networks Quynh Nguyen Phuong Vu Luciano S. Martinez-Rau Yuxuan Zhang Nho-Duc Tran Bengt Oelmann Michele Magno Sebastian Bader CLL 45 0 0 05 May 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation Emil Njor Colby R. Banbury Xenofon Fafoutis 72 0 0 18 Feb 2025
Variational Bayesian Adaptive Learning of Deep Latent Variables for Acoustic Knowledge Transfer Hu Hu Sabato Marco Siniscalchi Chao-Han Huck Yang Chin-Hui Lee 85 0 0 28 Jan 2025
Noise-Agnostic Multitask Whisper Training for Reducing False Alarm Errors in Call-for-Help Detection Myeonghoon Ryu June-Woo Kim Minseok Oh Suji Lee Han Park 41 0 0 20 Jan 2025
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI Arya Tschand Arun Tejusve Raghunath Rajan S. Idgunji Anirban Ghosh J. Holleman ... Rowan Taubitz Sean Zhan Scott Wasson David Kanter Vijay Janapa Reddi 64 3 0 15 Oct 2024
Effective Integration of KAN for Keyword Spotting Anfeng Xu Biqiao Zhang Shuyu Kong Yiteng Huang Zhaojun Yang Sangeeta Srivastava Ming Sun 34 5 0 13 Sep 2024
Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors Manuele Rusci Francesco Paci Marco Fariselli Eric Flamand Tinne Tuytelaars 38 0 0 22 Aug 2024
Multitaper mel-spectrograms for keyword spotting Douglas Baptista de Souza Khaled Jamal Bakri Fernanda Ferreira Juliana Inacio 18 1 0 05 Jul 2024
Backpropagation through space, time, and the brain B. Ellenberger Paul Haider Jakob Jordan Kevin Max Ismael Jaras Laura Kriener Federico Benitez Mihai A. Petrovici 133 8 0 25 Mar 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 41 5 0 17 Jan 2024
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints Francesco Corti Balz Maag Joachim Schauer U. Pferschy O. Saukh 39 2 0 22 Nov 2023
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Lingkun Long Han Wan Bei Yu Weisheng Zhao MoE 35 2 0 03 Nov 2023
Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting Systems Manuele Rusci Tinne Tuytelaars 27 5 0 03 Jun 2023
PQA: Exploring the Potential of Product Quantization in DNN Hardware Acceleration Ahmed F. AbouElhamayed Angela Cui Javier Fernandez-Marques Nicholas D. Lane Mohamed S. Abdelfattah MQ 29 4 0 25 May 2023
Exploring Representation Learning for Small-Footprint Keyword Spotting Fan Cui Liyong Guo Quandong Wang Peng Gao Yujun Wang SSL 22 3 0 20 Mar 2023
BiFSMNv2: Pushing Binary Neural Networks for Keyword Spotting to Real-Network Performance Haotong Qin Xudong Ma Yifu Ding X. Li Yang Zhang Zejun Ma Jiakai Wang Jie Luo Xianglong Liu MQ 40 20 0 13 Nov 2022
Metric Learning for User-defined Keyword Spotting Jaemin Jung You-kyong. Kim Jihwan Park Youshin Lim Byeong-Yeol Kim Youngjoon Jang Joon Son Chung 40 9 0 01 Nov 2022
Taxonomic Classification of IoT Smart Home Voice Control M. Hewitt H. Cunningham 24 1 0 24 Oct 2022
I2CR: Improving Noise Robustness on Keyword Spotting Using Inter-Intra Contrastive Regularization Dianwen Ng J. Yip Tanmay Surana Zhao Yang Chong Zhang Yukun Ma Chongjia Ni Chng Eng Siong B. Ma 35 6 0 14 Sep 2022
FedorAS: Federated Architecture Search under system heterogeneity L. Dudziak Stefanos Laskaridis Javier Fernandez-Marques FedML 39 7 0 22 Jun 2022
Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks Matteo Risso Alessio Burrello Luca Benini Enrico Macii M. Poncino Daniele Jahier Pagliari 20 3 0 01 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 27 118 0 29 May 2022
Federated Self-supervised Speech Representations: Are We There Yet? Yan Gao Javier Fernandez-Marques Titouan Parcollet Abhinav Mehrotra Nicholas D. Lane 35 13 0 06 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyML Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 39 53 0 02 Apr 2022
$Infrastructure-free, Deep Learned Urban Noise Monitoring at $\sim$100mW$ Infrastructure-free, Deep Learned Urban Noise Monitoring at $\sim$ 100mW Jihoon Yun Sangeeta Srivastava Dhrubojyoti Roy Nathan Stohs C. Mydlarz Mahiny A. Salman Bea Steers J. P. Bello Anish Arora 25 5 0 11 Mar 2022
ConvMixer: Feature Interactive Convolution with Curriculum Learning for Small Footprint and Noisy Far-field Keyword Spotting Dianwen Ng Yunqi Chen Biao Tian Qiang Fu Chng Eng Siong 24 46 0 15 Jan 2022
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks G. Cerutti Lukas Cavigelli Renzo Andri Michele Magno Elisabetta Farella Luca Benini 26 14 0 10 Jan 2022
Computational bioacoustics with deep learning: a review and roadmap D. Stowell 32 235 0 13 Dec 2021
Deep Spoken Keyword Spotting: An Overview Iván López-Espejo Zheng-Hua Tan John H. L. Hansen Jesper Jensen 21 102 0 20 Nov 2021
Visual Keyword Spotting with Attention Prajwal K R Liliane Momeni Triantafyllos Afouras Andrew Zisserman 16 13 0 29 Oct 2021
Differentiable Network Pruning for Microcontrollers Edgar Liberis Nicholas D. Lane 22 18 0 15 Oct 2021
End-to-end Keyword Spotting using Xception-1d Iván Vallés-Pérez J. Gómez-Sanchís M. Martínez-Sober Joan Vila-Francés Antonio J. Serrano E. Soria-Olivas 27 0 0 09 Oct 2021
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 36 16 0 06 Oct 2021
Federated Learning Meets Natural Language Processing: A Survey Ming Liu Stella Ho Mengqi Wang Longxiang Gao Yuan Jin Heng Zhang FedML 30 67 0 27 Jul 2021
Zero-Shot Federated Learning with New Classes for Audio Classification Gautham Krishna Gudur S. K. Perepu FedML 15 10 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 39 184 0 14 Jun 2021
Quantization and Deployment of Deep Neural Networks on Microcontrollers Pierre-Emmanuel Novac G. B. Hacene Alain Pegatoquet Benoit Miramond Vincent Gripon MQ 20 116 0 27 May 2021
End-to-end Keyword Spotting using Neural Architecture Search and Quantization David Peter Wolfgang Roth Franz Pernkopf MQ 27 14 0 14 Apr 2021
Keyword Transformer: A Self-Attention Model for Keyword Spotting Axel Berg Mark O'Connor M. T. Cruz 27 133 0 01 Apr 2021
Learning Efficient Representations for Keyword Spotting with Triplet Loss R. Vygon N. Mikhaylovskiy DML SSL 60 64 0 12 Jan 2021
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 21 37 0 12 Jan 2021
FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons Simon Wiedemann Suhas Shivapakash P. Wiedemann Daniel Becking Wojciech Samek F. Gerfers Thomas Wiegand MQ 23 7 0 17 Dec 2020
Speech Command Recognition in Computationally Constrained Environments with a Quadratic Self-organized Operational Layer M. Soltanian Junaid Malik Jenni Raitoharju Alexandros Iosifidis S. Kiranyaz Denmark 22 11 0 23 Nov 2020
$μ$ NAS: Constrained Neural Architecture Search for Microcontrollers Edgar Liberis L. Dudziak Nicholas D. Lane BDL 15 103 0 27 Oct 2020
Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Chao-Han Huck Yang Jun Qi Samuel Yen-Chi Chen Pin-Yu Chen Sabato Marco Siniscalchi Xiaoli Ma Chin-Hui Lee FedML 36 124 0 26 Oct 2020
Small-Footprint Keyword Spotting with Multi-Scale Temporal Convolution Ximin Li Xiaodong Wei Xiaowei Qin 39 38 0 20 Oct 2020
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems R. David Jared Duke Advait Jain Vijay Janapa Reddi Nat Jeffries ... Meghna Natraj Shlomi Regev Rocky Rhodes Tiezhen Wang Pete Warden 123 466 0 17 Oct 2020
Lightweight End-to-End Speech Recognition from Raw Audio Data Using Sinc-Convolutions Ludwig Kurzinger Nicolas Lindae Palle Klewitz Gerhard Rigoll 27 5 0 15 Oct 2020
Can Federated Learning Save The Planet? Xinchi Qiu Titouan Parcollet Daniel J. Beutel Taner Topal Akhil Mathur Nicholas D. Lane 23 80 0 13 Oct 2020