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MinUn: Accurate ML Inference on Microcontrollers

29 October 2022

Papers citing "MinUn: Accurate ML Inference on Microcontrollers"

37 / 37 papers shown

Title
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning Ji Lin Wei-Ming Chen Han Cai Chuang Gan Song Han 90 159 0 28 Oct 2021
MAFIA: Machine Learning Acceleration on FPGAs for IoT Applications N. Ghanathe Vivek Seshadri Rahul Sharma Steve Wilton Aayan Kumar 18 4 0 08 Jul 2021
MCUNet: Tiny Deep Learning on IoT Devices Ji Lin Wei-Ming Chen Chengyue Wu J. Cohn Chuang Gan Song Han 157 493 0 20 Jul 2020
RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference Oindrila Saha Aditya Kusupati H. Simhadri Manik Varma Prateek Jain 62 56 0 27 Feb 2020
Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks Ruihao Gong Xianglong Liu Shenghu Jiang Tian-Hao Li Peng Hu Jiazhen Lin F. Yu Junjie Yan MQ 74 459 0 14 Aug 2019
SqueezeNAS: Fast neural architecture search for faster semantic segmentation Albert Eaton Shaw D. Hunter F. Iandola Sammy Sidhu SSeg 109 73 0 05 Aug 2019
EXTD: Extremely Tiny Face Detector via Iterative Filter Reuse Y. Yoo Dongyoon Han Sangdoo Yun CVBM 85 43 0 15 Jun 2019
Data-Free Quantization Through Weight Equalization and Bias Correction Markus Nagel M. V. Baalen Tijmen Blankevoort Max Welling MQ 75 515 0 11 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 167 18,193 0 28 May 2019
LFFD: A Light and Fast Face Detector for Edge Devices Yonghao He Dezhong Xu Lifang Wu Meng Jian Shiming Xiang Chunhong Pan CVBM 58 70 0 24 Apr 2019
Focused Quantization for Sparse CNNs Yiren Zhao Xitong Gao Daniel Bates Robert D. Mullins Chengzhong Xu MQ 51 27 0 07 Mar 2019
Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorization Eldad Meller Alexander Finkelstein Uri Almog Mark Grobman MQ 66 87 0 05 Feb 2019
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network Aditya Kusupati Manish Singh Kush S. Bhatia A. Kumar Prateek Jain Manik Varma 76 190 0 08 Jan 2019
Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm Charbel Sakr Naresh R Shanbhag MQ 71 43 0 31 Dec 2018
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 105 1,876 0 02 Dec 2018
HAQ: Hardware-Aware Automated Quantization with Mixed Precision Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 129 884 0 21 Nov 2018
Rethinking floating point for deep learning Jeff Johnson MQ 116 139 0 01 Nov 2018
Relaxed Quantization for Discretized Neural Networks Christos Louizos M. Reisser Tijmen Blankevoort E. Gavves Max Welling MQ 101 132 0 03 Oct 2018
Simultaneously Optimizing Weight and Quantizer of Ternary Neural Network using Truncated Gaussian Approximation Zhezhi He Deliang Fan MQ 56 67 0 02 Oct 2018
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 141 1,021 0 21 Jun 2018
Heterogeneous Bitwidth Binarization in Convolutional Neural Networks Josh Fromm Shwetak N. Patel Matthai Philipose MQ 67 27 0 25 May 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 103 1,627 0 09 Apr 2018
Detecting Heads using Feature Refine Net and Cascaded Multi-Scale Architecture Dezhi Peng Zikai Sun Zirong Chen Zirui Cai Lele Xie Lianwen Jin 59 61 0 25 Mar 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 213 19,335 0 13 Jan 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 164 3,143 0 15 Dec 2017
Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks Urs Koster T. Webb Xin Eric Wang Marcel Nassar Arjun K. Bansal ... Luke Hornof A. Khosrowshahi Carey Kloss Ruby J. Pai N. Rao MQ 51 262 0 06 Nov 2017
FaceBoxes: A CPU Real-time Face Detector with High Accuracy Shifeng Zhang Xiangyu Zhu Zhen Lei Hailin Shi Xiaobo Wang Stan Z. Li CVBM ObjD 92 272 0 17 Aug 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 206 2,531 0 19 Jul 2017
ShiftCNN: Generalized Low-Precision Architecture for Inference of Convolutional Neural Networks Denis A. Gudovskiy Luca Rigazio MQ 96 54 0 07 Jun 2017
Training Quantized Nets: A Deeper Understanding Hao Li Soham De Zheng Xu Christoph Studer H. Samet Tom Goldstein MQ 64 211 0 07 Jun 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 397 1,055 0 10 Feb 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 807 36,892 0 25 Aug 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 175 4,369 0 16 Mar 2016
Convolutional Neural Networks using Logarithmic Data Representation Daisuke Miyashita Edward H. Lee B. Murmann MQ 81 429 0 03 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 159 7,501 0 24 Feb 2016
WIDER FACE: A Face Detection Benchmark Shuo Yang Ping Luo Chen Change Loy Xiaoou Tang CVBM 101 1,595 0 20 Nov 2015
Neural Networks with Few Multiplications Zhouhan Lin Matthieu Courbariaux Roland Memisevic Yoshua Bengio 102 331 0 11 Oct 2015