Machine Learning for Microcontroller-Class Hardware: A Review

29 May 2022

Papers citing "Machine Learning for Microcontroller-Class Hardware: A Review"

26 / 26 papers shown

Title
Benchmarking Ultra-Low-Power $μ$ NPUs Josh Millar Yushan Huang Sarab Sethi Hamed Haddadi Anil Madhavapeddy BDL 53 0 0 28 Mar 2025
Robust Support Vector Machines for Imbalanced and Noisy Data via Benders Decomposition Seyed Mojtaba Mohasel Hamidreza Koosha 55 1 0 19 Mar 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated Evaluation Emil Njor Colby R. Banbury Xenofon Fafoutis 62 0 0 18 Feb 2025
DSORT-MCU: Detecting Small Objects in Real-Time on Microcontroller Units Liam Boyle Julian Moosmann Nicolas Baumann Seonyeong Heo Michele Magno ObjD 38 2 0 22 Oct 2024
Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors Manuele Rusci Francesco Paci Marco Fariselli Eric Flamand Tinne Tuytelaars 25 0 0 22 Aug 2024
SepAl: Sepsis Alerts On Low Power Wearables With Digital Biomarkers and On-Device Tiny Machine Learning Marco Giordano Kanika S. Dheman Michele Magno 18 1 0 31 Jul 2024
On-Device Training Empowered Transfer Learning For Human Activity Recognition Pixi Kang Julian Moosmann Sizhen Bian Michele Magno 39 0 0 04 Jul 2024
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review M. Lê Pierre Wolinski Julyan Arbel 27 8 0 20 Nov 2023
Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO Julian Moosmann Pietro Bonazzi Yawei Li Sizhen Bian Philipp Mayer Luca Benini Michele Magno 17 12 0 02 Nov 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 8 22 0 27 Sep 2023
A Machine Learning-oriented Survey on Tiny Machine Learning Luigi Capogrosso Federico Cunico D. Cheng Franco Fummi Marco Cristani SyDa MU 19 11 0 21 Sep 2023
Flexible and Fully Quantized Ultra-Lightweight TinyissimoYOLO for Ultra-Low-Power Edge Systems Julian Moosmann H. Mueller Nicky Zimmerman Georg Rutishauser Luca Benini Michele Magno 14 8 0 12 Jul 2023
U-TOE: Universal TinyML On-board Evaluation Toolkit for Low-Power IoT Zhao Huang K. Zandberg K. Schleiser Emmanuel Baccelli 9 5 0 26 Jun 2023
Colab NAS: Obtaining lightweight task-specific convolutional neural networks following Occam's razor Andrea Mattia Garavagno D. Leonardis A. Frisoli 14 1 0 15 Dec 2022
On-device Training: A First Overview on Existing Systems Shuai Zhu Thiemo Voigt Jeonggil Ko Fatemeh Rahimian 16 13 0 01 Dec 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyML Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 23 53 0 02 Apr 2022
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 37 62 0 20 Oct 2021
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer Sachin Mehta Mohammad Rastegari ViT 186 1,148 0 05 Oct 2021
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 94 461 0 17 Oct 2020
Tiny Eats: Eating Detection on a Microcontroller Maria T. Nyamukuru K. Odame 11 19 0 14 Mar 2020
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 121 364 0 10 Mar 2020
MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection Harsh Purohit Ryo Tanabe K. Ichige Takashi Endo Yuki Nikaido Kaori Suefusa Y. Kawaguchi 70 299 0 20 Sep 2019
A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones Daniele Palossi Antonio Loquercio Francesco Conti Eric Flamand Davide Scaramuzza Luca Benini 154 158 0 04 May 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 117 498 0 24 Apr 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,290 0 05 Nov 2016