MCUNet: Tiny Deep Learning on IoT Devices

20 July 2020

Chuang Gan

Song Han

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Papers citing "MCUNet: Tiny Deep Learning on IoT Devices"

21 / 171 papers shown

Title
PhiNets: a scalable backbone for low-power AI at the edge Francesco Paissan Alberto Ancilotto Elisabetta Farella 26 32 0 01 Oct 2021
FedZKT: Zero-Shot Knowledge Transfer towards Resource-Constrained Federated Learning with Heterogeneous On-Device Models Lan Zhang Dapeng Oliver Wu Xiaoyong Yuan FedML 17 47 0 08 Sep 2021
Evolutionary Algorithms in Approximate Computing: A Survey Lukás Sekanina 21 4 0 16 Aug 2021
Generic Neural Architecture Search via Regression Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 32 27 0 04 Aug 2021
Tiny Machine Learning for Concept Drift Simone Disabato M. Roveri 6 27 0 30 Jul 2021
Quantization and Deployment of Deep Neural Networks on Microcontrollers Pierre-Emmanuel Novac G. B. Hacene Alain Pegatoquet Benoit Miramond Vincent Gripon MQ 20 116 0 27 May 2021
Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms W. Lou Lei Xun Amin Sabet Jia Bi Jonathon S. Hare G. Merrett AI4CE 20 28 0 08 May 2021
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 38 30 0 21 Apr 2021
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT H. F. Langroudi Vedant Karia Tej Pandit Dhireesha Kudithipudi MQ 11 10 0 06 Apr 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
Tiny Transformers for Environmental Sound Classification at the Edge David Elliott Carlos E. Otero Steven Wyatt Evan Martino 21 15 0 22 Mar 2021
TinyOL: TinyML with Online-Learning on Microcontrollers Haoyu Ren Darko Anicic Thomas Runkler 17 124 0 15 Mar 2021
Anycost GANs for Interactive Image Synthesis and Editing Ji Lin Richard Y. Zhang F. Ganz Song Han Jun-Yan Zhu 36 83 0 04 Mar 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane K. E. Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 26 95 0 22 Jan 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 34 341 0 22 Jan 2021
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 42 116 0 25 Nov 2020
$μ$ NAS: Constrained Neural Architecture Search for Microcontrollers Edgar Liberis L. Dudziak Nicholas D. Lane BDL 13 102 0 27 Oct 2020
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 105 465 0 17 Oct 2020
DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs Alessio Burrello Angelo Garofalo Nazareno Bruschi Giuseppe Tagliavini D. Rossi Francesco Conti 6 102 0 17 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 33 108 0 04 Aug 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016