DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT
MCUs

DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs

17 August 2020

Alessio Burrello

Angelo Garofalo

Nazareno Bruschi

Giuseppe Tagliavini

Francesco Conti

Papers citing "DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs"

17 / 17 papers shown

Title
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms Josse Van Delm Maarten Vandersteegen Alessio Burrello G. M. Sarda Francesco Conti Daniele Jahier Pagliari Luca Benini Marian Verhelst 28 7 0 11 Jun 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
A Heterogeneous RISC-V based SoC for Secure Nano-UAV Navigation Luca Valente Alessandro Nadalini Asif Veeran Mattia Sinigaglia Bruno Sá ... Baker Mohammad Sandro Pinto Daniele Palossi Luca Benini Davide Rossi 25 5 0 07 Jan 2024
Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge Georg Rutishauser Francesco Conti Luca Benini MQ 23 5 0 06 Jul 2023
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes Francesco Daghero Alessio Burrello Enrico Macii P. Montuschi M. Poncino Daniele Jahier Pagliari 18 4 0 16 Jun 2023
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference Matteo Risso Alessio Burrello G. M. Sarda Luca Benini Enrico Macii M. Poncino Marian Verhelst Daniele Jahier Pagliari 28 4 0 08 Jun 2023
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC with 2-to-8b DNN Acceleration and 30%-Boost Adaptive Body Biasing Francesco Conti G. Paulin Angelo Garofalo D. Rossi Alfio Di Mauro Georg Rutishauser G. Ottavi M. Eggiman Hayate Okuhara Luca Benini 20 14 0 15 May 2023
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge Matteo Risso Alessio Burrello Francesco Conti Lorenzo Lamberti Yukai Chen Luca Benini Enrico Macii M. Poncino Daniele Jahier Pagliari 22 33 0 24 Jan 2023
HW-Aware Initialization of DNN Auto-Tuning to Improve Exploration Time and Robustness D. Rieber Moritz Reiber Oliver Bringmann Holger Fröning 16 4 0 31 May 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 24 118 0 29 May 2022
Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices Alessio Burrello Daniele Jahier Pagliari Matteo Risso Simone Benatti Enrico Macii Luca Benini M. Poncino 16 41 0 24 Mar 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
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 64 0 20 Oct 2021
Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs Daniele Palossi Nicky Zimmerman Alessio Burrello Francesco Conti H. Müller L. Gambardella Luca Benini Alessandro Giusti Jérôme Guzzi 19 51 0 19 Mar 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 110 465 0 17 Oct 2020
A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones Daniele Palossi Antonio Loquercio Francesco Conti Eric Flamand Davide Scaramuzza Luca Benini 168 158 0 04 May 2018