Reduced Precision Floating-Point Optimization for Deep Neural Network
On-Device Learning on MicroControllers

Reduced Precision Floating-Point Optimization for Deep Neural Network On-Device Learning on MicroControllers

30 May 2023

Luca Benini

Francesco Conti

Papers citing "Reduced Precision Floating-Point Optimization for Deep Neural Network On-Device Learning on MicroControllers"

12 / 12 papers shown

Title
Skip2-LoRA: A Lightweight On-device DNN Fine-tuning Method for Low-cost Edge Devices Hiroki Matsutani Masaaki Kondo Kazuki Sunaga R. Marculescu 11 0 0 28 Oct 2024
Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors Manuele Rusci Francesco Paci Marco Fariselli Eric Flamand Tinne Tuytelaars 30 0 0 22 Aug 2024
Training on the Fly: On-device Self-supervised Learning aboard Nano-drones within 20 mW Elia Cereda Alessandro Giusti Daniele Palossi 27 0 0 06 Aug 2024
A Tiny Supervised ODL Core with Auto Data Pruning for Human Activity Recognition Hiroki Matsutani R. Marculescu SyDa 21 0 0 02 Aug 2024
On-Device Training Empowered Transfer Learning For Human Activity Recognition Pixi Kang Julian Moosmann Sizhen Bian Michele Magno 46 0 0 04 Jul 2024
Boosting keyword spotting through on-device learnable user speech characteristics Cristian Cioflan Lukas Cavigelli Luca Benini 37 3 0 12 Mar 2024
On-device Self-supervised Learning of Visual Perception Tasks aboard Hardware-limited Nano-quadrotors Elia Cereda Manuele Rusci Alessandro Giusti Daniele Palossi 21 0 0 06 Mar 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 29 10 0 05 Mar 2024
Enabling On-device Continual Learning with Binary Neural Networks Lorenzo Vorabbi Davide Maltoni Guido Borghi Stefano Santi MQ 44 5 0 18 Jan 2024
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 39 64 0 20 Oct 2021
Benchmarking TinyML Systems: Challenges and Direction Colby R. Banbury Vijay Janapa Reddi Max Lam William Fu A. Fazel ... Jae-sun Seo Jeff Sieracki Urmish Thakker Marian Verhelst Poonam Yadav 109 228 0 10 Mar 2020
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 950 20,567 0 17 Apr 2017