PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors

29 August 2019

Luca Benini

Papers citing "PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors"

20 / 20 papers shown

Title
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Alessio Burrello Daniele Jahier Pagliari 41 0 0 24 Feb 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 62 3 0 15 Oct 2024
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems Georg Rutishauser Joan Mihali Moritz Scherer Luca Benini 26 1 0 29 May 2024
Robust and Efficient Depth-based Obstacle Avoidance for Autonomous Miniaturized UAVs H. Müller Vlad Niculescu T. Polonelli Michele Magno Luca Benini 29 29 0 26 Aug 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 24 118 0 29 May 2022
Ultra-compact Binary Neural Networks for Human Activity Recognition on RISC-V Processors Francesco Daghero Chenhao Xie Daniele Jahier Pagliari Alessio Burrello Marco Castellano Luca Gandolfi A. Calimera Enrico Macii M. Poncino BDL MQ 24 13 0 25 May 2022
Energy-Efficient Adaptive Machine Learning on IoT End-Nodes With Class-Dependent Confidence Francesco Daghero Alessio Burrello Daniele Jahier Pagliari Luca Benini Enrico Macii M. Poncino 16 6 0 07 Apr 2022
TCN Mapping Optimization for Ultra-Low Power Time-Series Edge Inference Alessio Burrello Alberto Dequino Daniele Jahier Pagliari Francesco Conti Marcello Zanghieri Enrico Macii Luca Benini M. Poncino AI4TS 22 7 0 24 Mar 2022
A Heterogeneous In-Memory Computing Cluster For Flexible End-to-End Inference of Real-World Deep Neural Networks Angelo Garofalo G. Ottavi Francesco Conti G. Karunaratne I. Boybat Luca Benini D. Rossi 25 31 0 04 Jan 2022
Shifting Capsule Networks from the Cloud to the Deep Edge Miguel Costa Diogo Costa T. Gomes Sandro Pinto 16 5 0 06 Oct 2021
PhiNets: a scalable backbone for low-power AI at the edge Francesco Paissan Alberto Ancilotto Elisabetta Farella 26 32 0 01 Oct 2021
Auto-Split: A General Framework of Collaborative Edge-Cloud AI Amin Banitalebi-Dehkordi Naveen Vedula J. Pei Fei Xia Lanjun Wang Yong Zhang 22 89 0 30 Aug 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design Cong Hao Jordan Dotzel Jinjun Xiong Luca Benini Zhiru Zhang Deming Chen 50 34 0 25 Mar 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
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Muhammad Shafique BDL 56 140 0 21 Dec 2020
Always-On 674uW @ 4GOP/s Error Resilient Binary Neural Networks with Aggressive SRAM Voltage Scaling on a 22nm IoT End-Node Alfio Di Mauro Francesco Conti Pasquale Davide Schiavone D. Rossi Luca Benini 19 9 0 17 Jul 2020
Robustifying the Deployment of tinyML Models for Autonomous mini-vehicles Miguel de Prado Manuele Rusci Romain Donze Alessandro Capotondi Serge Monnerat Luca Benini and Nuria Pazos 17 39 0 01 Jul 2020
Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain--Machine Interfaces Tibor Schneider Xiaying Wang Michael Hersche Lukas Cavigelli Luca Benini 11 24 0 24 Apr 2020
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 100 228 0 10 Mar 2020
A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones Daniele Palossi Antonio Loquercio Francesco Conti Eric Flamand Davide Scaramuzza Luca Benini 171 158 0 04 May 2018