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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
SynTTS-Commands: A Public Dataset for On-Device KWS via TTS-Synthesized Multilingual Speech Lu Gan Xi Li 60 0 0 11 Nov 2025
Transformer Redesign for Late Fusion of Audio-Text Features on Ultra-Low-Power Edge Hardware Stavros Mitsis Ermos Hadjikyriakos Humaid Ibrahim Savvas Neofytou Shashwat Raman James Myles Eiman Kanjo 74 0 0 20 Oct 2025
End-to-End Efficiency in Keyword Spotting: A System-Level Approach for Embedded Microcontrollers Pietro Bartoli Tommaso Bondini Christian Veronesi Andrea Giudici Niccolò Antonello Franco Zappa 64 0 0 08 Sep 2025
Speech Command Recognition Using LogNNet Reservoir Computing for Embedded Systems Y. Izotov Andrei Velichko 44 0 0 31 Aug 2025
SNAP-UQ: Self-supervised Next-Activation Prediction for Single-Pass Uncertainty in TinyML Ismail Lamaakal Chaymae Yahyati Khalid El Makkaoui Ibrahim Ouahbi Yassine Maleh UQCV MQ 112 2 0 18 Aug 2025
TCUQ: Single-Pass Uncertainty Quantification from Temporal Consistency with Streaming Conformal Calibration for TinyML Ismail Lamaakal Chaymae Yahyati Khalid El Makkaoui Ibrahim Ouahbi Yassine Maleh 80 2 0 18 Aug 2025
Keyword Mamba: Spoken Keyword Spotting with State Space Models Hanyu Ding Wenlong Dong Qirong Mao Mamba 71 1 0 10 Aug 2025
TF-MLPNet: Tiny Real-Time Neural Speech Separation Malek Itani Tuochao Chen Shyamnath Gollakota 114 2 0 05 Aug 2025
Data Aware Differentiable Neural Architecture Search for Tiny Keyword Spotting Applications Yujia Shi Emil Njor Pablo Martínez-Nuevo S. Shepstone Xenofon Fafoutis 120 0 0 21 Jul 2025
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrum Lukas Kammerer Deaglan Bartlett G. Kronberger Harry Desmond Pedro G. Ferreira 107 3 0 10 Jun 2025
Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data Douwe den Blanken Charlotte Frenkel 176 0 0 30 May 2025
AdaKWS: Towards Robust Keyword Spotting with Test-Time Adaptation Yang Xiao Tianyi Peng Yanghao Zhou Rohan Kumar Das TTA 154 0 0 20 May 2025
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Patara Trirat Jae-Gil Lee 305 0 0 15 May 2025
Efficient Continual Learning in Keyword Spotting using Binary Neural NetworksSensors Applications Symposium (SAS), 2025 Quynh Nguyen Phuong Vu Luciano S. Martinez-Rau Yuxuan Zhang Nho-Duc Tran Bengt Oelmann Michele Magno Sebastian Bader CLL 146 0 0 05 May 2025
Wireless Hearables With Programmable Speech AI Accelerators Malek Itani Tuochao Chen Arun Raghavan Gavriel Kohlberg Shyamnath Gollakota AuLLM 248 3 0 24 Mar 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated EvaluationInternet of Things (IoT), 2025 Emil Njor Colby R. Banbury Xenofon Fafoutis 249 2 0 18 Feb 2025
Variational Bayesian Adaptive Learning of Deep Latent Variables for Acoustic Knowledge TransferIEEE Transactions on Audio, Speech, and Language Processing (TASLP), 2025 Hu Hu Sabato Marco Siniscalchi Chao-Han Huck Yang Chin-Hui Lee 212 0 0 28 Jan 2025
Noise-Agnostic Multitask Whisper Training for Reducing False Alarm Errors in Call-for-Help DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Myeonghoon Ryu June-Woo Kim Minseok Oh Suji Lee Han Park 243 1 0 20 Jan 2025
GhostRNN: Reducing State Redundancy in RNN with Cheap OperationsInterspeech (Interspeech), 2023 Hang Zhou Xiaoxu Zheng Yunhe Wang Michael Bi Mi Deyi Xiong Kai Han 190 0 0 20 Nov 2024
DEBUG-HD: Debugging TinyML models on-device using Hyper-Dimensional computing Nikhil P Ghanathe Steven J E Wilton 156 0 0 16 Nov 2024
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AIInternational Symposium on High-Performance Computer Architecture (HPCA), 2024 Arya Tschand Arun Tejusve Raghunath Rajan S. Idgunji Anirban Ghosh J. Holleman ... Rowan Taubitz Sean Zhan Scott Wasson David Kanter Vijay Janapa Reddi 414 14 0 15 Oct 2024
MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge DevicesIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), 2024 Mohamed Amine Hamdi Francesco Daghero G. M. Sarda Josse Van Delm Arne Symons Luca Benini Marian Verhelst Daniele Jahier Pagliari Luca Bompani 175 6 0 11 Oct 2024
Effective Integration of KAN for Keyword SpottingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Anfeng Xu Biqiao Zhang Shuyu Kong Yiteng Huang Zhaojun Yang Sangeeta Srivastava Ming Sun 322 8 0 13 Sep 2024
PB-LRDWWS System for the SLT 2024 Low-Resource Dysarthria Wake-Up Word Spotting ChallengeSpoken Language Technology Workshop (SLT), 2024 Shiyao Wang Jiaming Zhou Shiwan Zhao Yong Qin 176 2 0 07 Sep 2024
Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio SensorsIEEE Internet of Things Journal (IEEE IoT J.), 2024 Manuele Rusci Francesco Paci Marco Fariselli Eric Flamand Tinne Tuytelaars 205 3 0 22 Aug 2024
Multitaper mel-spectrograms for keyword spotting Douglas Baptista de Souza Khaled Jamal Bakri Fernanda Ferreira Juliana Inacio 99 3 0 05 Jul 2024
Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices Francesco Daghero Luca Bompani Massimo Poncino Enrico Macii Daniele Jahier Pagliari BDL 152 0 0 18 Jun 2024
TinySV: Speaker Verification in TinyML with On-device Learning Massimo Pavan Gioele Mombelli Francesco Sinacori Manuel Roveri 151 7 0 03 Jun 2024
QUTE: Quantifying Uncertainty in TinyML models with Early-exit-assisted ensembles N. Ghanathe Steve Wilton UQCV 156 2 0 19 Apr 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 436 10 0 25 Mar 2024
On-Device Domain Learning for Keyword Spotting on Low-Power Extreme Edge Embedded SystemsInternational Conference on Artificial Intelligence Circuits and Systems (ICAICS), 2024 Cristian Cioflan Lukas Cavigelli Manuele Rusci Miguel de Prado Luca Benini 152 19 0 12 Mar 2024
Boosting keyword spotting through on-device learnable user speech characteristics Cristian Cioflan Lukas Cavigelli Luca Benini 155 6 0 12 Mar 2024
Temporal Decisions: Leveraging Temporal Correlation for Efficient Decisions in Early Exit Neural Networks Max Sponner Lorenzo Servadei Bernd Waschneck Robert Wille Akash Kumar 97 2 0 12 Mar 2024
Efficient Post-Training Augmentation for Adaptive Inference in Heterogeneous and Distributed IoT EnvironmentsInternational Conference / Workshop on Embedded Computer Systems: Architectures, Modeling and Simulation (SAMOS), 2024 Max Sponner Lorenzo Servadei Bernd Waschneck Robert Wille Akash Kumar 121 0 0 12 Mar 2024
Significance of Chirp MFCC as a Feature in Speech and Audio Applications S. J. Joysingh P. Vijayalakshmi T. Nagarajan 92 8 0 19 Feb 2024
UR2M: Uncertainty and Resource-Aware Event Detection on Microcontrollers Hong Jia Young D. Kwon Dong Ma Nhat Pham Lorena Qendro Tam N. Vu Cecilia Mascolo 193 5 0 14 Feb 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with PruningIEEE Conference on Computer Communications (INFOCOM), 2024 Lixiang Han Zhen Xiao Zhenjiang Li 229 12 0 17 Jan 2024
Speech Understanding on Tiny Devices with A Learning CacheACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services (MobiSys), 2023 A. Benazir Zhiming Xu Felix Xiaozhu Lin 431 6 0 30 Nov 2023
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource ConstraintsIEEE Transactions on Mobile Computing (IEEE TMC), 2023 Francesco Corti Balz Maag Joachim Schauer U. Pferschy O. Saukh 309 3 0 22 Nov 2023
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review M. Lê Pierre Wolinski Julyan Arbel 227 17 0 20 Nov 2023
TinyFormer: Efficient Transformer Design and Deployment on Tiny DevicesIEEE Transactions on Circuits and Systems Part 1: Regular Papers (TCAS-I), 2023 Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Junyi Chen Han Wan Bei Yu Weisheng Zhao MoE 337 5 0 03 Nov 2023
BlackJack: Secure machine learning on IoT devices through hardware-based shuffling Karthik Ganesan Michal Fishkin Ourong Lin Natalie Enright Jerger 178 4 0 26 Oct 2023
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT DevicesIEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2023 Luca Bompani Matteo Risso Beatrice Alessandra Motetti Enrico Macii Luca Benini Daniele Jahier Pagliari 186 14 0 11 Oct 2023
Edge Devices Inference Performance ComparisonJournal of Computing Science and Engineering (JCSE), 2023 R. Tobiasz Grzegorz Wilczynski P. Graszka N. Czechowski Sebastian Luczak 102 10 0 21 Jun 2023
RAMAN: A Re-configurable and Sparse tinyML Accelerator for Inference on EdgeIEEE Internet of Things Journal (IEEE IoT J.), 2023 Adithya Krishna Srikanth Rohit Nudurupati Chandana D G Pritesh Dwivedi André van Schaik M. Mehendale Chetan Singh Thakur 89 22 0 10 Jun 2023
Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting SystemsInterspeech (Interspeech), 2023 Manuele Rusci Tinne Tuytelaars 190 11 0 03 Jun 2023
PQA: Exploring the Potential of Product Quantization in DNN Hardware AccelerationACM Transactions on Reconfigurable Technology and Systems (TRETS), 2023 Ahmed F. AbouElhamayed Angela Cui Javier Fernandez-Marques Nicholas D. Lane Mohamed S. Abdelfattah MQ 205 7 0 25 May 2023
The Case for Hierarchical Deep Learning Inference at the Network Edge Ghina Al-Atat Andrea Fresa Adarsh Prasad Behera Vishnu Narayanan Moothedath James Gross J. Champati 141 12 0 23 Apr 2023
SamurAI: A Versatile IoT Node With Event-Driven Wake-Up and Embedded ML AccelerationIEEE Journal of Solid-State Circuits (JSSC), 2023 I. Miro-Panadès Benoît Tain J. Christmann David Coriat R. Lemaire ... Jean-Marc Philippe Y. Thonnart A. Valentian Frédéric Heitzmann F. Clermidy 83 18 0 11 Apr 2023
Exploring Representation Learning for Small-Footprint Keyword SpottingInterspeech (Interspeech), 2022 Fan Cui Liyong Guo Quandong Wang Peng Gao Yujun Wang SSL 147 4 0 20 Mar 2023