MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning

28 October 2021

Ji Lin

Wei-Ming Chen

Han Cai

Chuang Gan

Song Han

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Papers citing "MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning"

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Title
LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak Devices & Networks A. Hojjat Janek Haberer Tayyaba Zainab Olaf Landsiedel 39 3 0 18 Apr 2025
Accelerate Intermittent Deep Inference Ziliang Zhang 18 0 0 01 Jul 2024
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
ReDistill: Residual Encoded Distillation for Peak Memory Reduction of CNNs Fang Chen Gourav Datta Mujahid Al Rafi Hyeran Jeon Meng Tang 91 1 0 06 Jun 2024
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems Georg Rutishauser Joan Mihali Moritz Scherer Luca Benini 24 1 0 29 May 2024
Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing Xiaofan Yu Anthony Thomas Ivannia Gomez Moreno Louis Gutierrez Tajana Simunic 38 3 0 07 Mar 2024
FedImpro: Measuring and Improving Client Update in Federated Learning Zhenheng Tang Yonggang Zhang S. Shi Xinmei Tian Tongliang Liu Bo Han Xiaowen Chu FedML 19 13 0 10 Feb 2024
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 23 19 0 10 Nov 2023
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Lingkun Long Han Wan Bei Yu Weisheng Zhao MoE 33 2 0 03 Nov 2023
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
Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML M. Deutel G. Kontes Christopher Mutschler Jürgen Teich 43 0 0 23 May 2023
TinyissimoYOLO: A Quantized, Low-Memory Footprint, TinyML Object Detection Network for Low Power Microcontrollers Julian Moosmann Marco Giordano Christian Vogt Michele Magno MQ ObjD 13 20 0 22 May 2023
TinyAD: Memory-efficient anomaly detection for time series data in Industrial IoT Yuting Sun Tong Chen Quoc Viet Hung Nguyen Hongzhi Yin 21 12 0 07 Mar 2023
MinUn: Accurate ML Inference on Microcontrollers Shikhar Jaiswal R. Goli Aayan Kumar Vivek Seshadri Rahul Sharma 21 2 0 29 Oct 2022
Demand Layering for Real-Time DNN Inference with Minimized Memory Usage Min-Zhi Ji Saehanseul Yi Chang-Mo Koo Sol Ahn Dongjoo Seo N. Dutt Jong-Chan Kim 40 16 0 08 Oct 2022
Self-Attentive Pooling for Efficient Deep Learning Fang Chen Gourav Datta Souvik Kundu P. Beerel 79 6 0 16 Sep 2022
DeepPicarMicro: Applying TinyML to Autonomous Cyber Physical Systems Michael Bechtel QiTao Weng H. Yun BDL 21 7 0 23 Aug 2022
An Ultra-low Power TinyML System for Real-time Visual Processing at Edge Kunran Xu Huawei Zhang Yishi Li Yuhao Zhang Rui Lai Yi Liu 19 22 0 11 Jul 2022
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Chien-Yao Wang Alexey Bochkovskiy H. Liao ObjD 27 6,234 0 06 Jul 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 21 118 0 29 May 2022
UDC: Unified DNAS for Compressible TinyML Models Igor Fedorov Ramon Matas Hokchhay Tann Chu Zhou Matthew Mattina P. Whatmough AI4CE 21 13 0 15 Jan 2022
Toward Compact Parameter Representations for Architecture-Agnostic Neural Network Compression Yuezhou Sun Wenlong Zhao Lijun Zhang Xiao Liu Hui Guan Matei A. Zaharia 23 0 0 19 Nov 2021
Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge Devices Byung Hoon Ahn Jinwon Lee J. Lin Hsin-Pai Cheng Jilei Hou H. Esmaeilzadeh 67 54 0 04 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 20,561 0 17 Apr 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 269 5,326 0 05 Nov 2016