Lightweight Neural Architecture Search for Temporal Convolutional
Networks at the Edge

Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge

24 January 2023

Alessio Burrello

Francesco Conti

Lorenzo Lamberti

Luca Benini

Daniele Jahier Pagliari

Papers citing "Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge"

13 / 13 papers shown

Title
MicroNAS: An Automated Framework for Developing a Fall Detection System Seyed Mojtaba Mohasel John Sheppard Lindsey K. Molina Richard R. Neptune Shane R. Wurdeman Corey A. Pew 27 1 0 10 Apr 2025
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Alessio Burrello Daniele Jahier Pagliari 41 0 0 24 Feb 2025
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks Beatrice Alessandra Motetti Matteo Risso Alessio Burrello Enrico Macii M. Poncino Daniele Jahier Pagliari MQ 44 2 0 01 Jul 2024
Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones Matteo Risso Francesco Daghero Beatrice Alessandra Motetti Daniele Jahier Pagliari Enrico Macii M. Poncino Alessio Burrello 19 1 0 23 Feb 2024
HW-SW Optimization of DNNs for Privacy-preserving People Counting on Low-resolution Infrared Arrays Matteo Risso Chen Xie Francesco Daghero Alessio Burrello Seyedmorteza Mollaei Marco Castellano Enrico Macii M. Poncino Daniele Jahier Pagliari 15 0 0 02 Feb 2024
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices Alessio Burrello Matteo Risso Beatrice Alessandra Motetti Enrico Macii Luca Benini Daniele Jahier Pagliari 21 8 0 11 Oct 2023
PLiNIO: A User-Friendly Library of Gradient-based Methods for Complexity-aware DNN Optimization Daniele Jahier Pagliari Matteo Risso Beatrice Alessandra Motetti Alessio Burrello 19 8 0 18 Jul 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 25 8 0 12 Jul 2023
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays Chen Xie Francesco Daghero Yukai Chen Marco Castellano Luca Gandolfi A. Calimera Enrico Macii M. Poncino Daniele Jahier Pagliari 16 6 0 12 Apr 2023
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs Elia Cereda Luca Crupi Matteo Risso Alessio Burrello Luca Benini Alessandro Giusti Daniele Jahier Pagliari Daniele Palossi 11 4 0 03 Mar 2023
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes Matteo Risso Alessio Burrello Luca Benini Enrico Macii M. Poncino Daniele Jahier Pagliari MQ 9 11 0 17 Jun 2022
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 98 228 0 10 Mar 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016