Benchmarking of DL Libraries and Models on Mobile Devices

14 February 2022

Mengwei Xu

Papers citing "Benchmarking of DL Libraries and Models on Mobile Devices"

35 / 35 papers shown

Title
Smart at what cost? Characterising Mobile Deep Neural Networks in the wild Mario Almeida Stefanos Laskaridis Abhinav Mehrotra Łukasz Dudziak Ilias Leontiadis Nicholas D. Lane HAI 129 45 0 28 Sep 2021
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions Stefanos Laskaridis Alexandros Kouris Nicholas D. Lane TPM 77 113 0 09 Jun 2021
It's always personal: Using Early Exits for Efficient On-Device CNN Personalisation Ilias Leontiadis Stefanos Laskaridis Stylianos I. Venieris Nicholas D. Lane 86 29 0 02 Feb 2021
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 55 269 0 14 Aug 2020
Ansor: Generating High-Performance Tensor Programs for Deep Learning Lianmin Zheng Chengfan Jia Minmin Sun Zhao Wu Cody Hao Yu ... Jun Yang Danyang Zhuo Koushik Sen Joseph E. Gonzalez Ion Stoica 120 391 0 11 Jun 2020
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices Chunjie Luo Xiwen He Jianfeng Zhan Lei Wang Wanling Gao Jiahui Dai ELM 37 58 0 07 May 2020
Efficient Bitwidth Search for Practical Mixed Precision Neural Network Yuhang Li Wei Wang Haoli Bai Ruihao Gong Xin Dong F. Yu MQ 33 20 0 17 Mar 2020
CLUECorpus2020: A Large-scale Chinese Corpus for Pre-training Language Model Liang Xu Xuanwei Zhang Qianqian Dong SSL 38 70 0 03 Mar 2020
Scaling Up Online Speech Recognition Using ConvNets Vineel Pratap Qiantong Xu Jacob Kahn Gilad Avidov Tatiana Likhomanenko Awni Y. Hannun Vitaliy Liptchinsky Gabriel Synnaeve R. Collobert 186 38 0 27 Jan 2020
Chameleon: Adaptive Code Optimization for Expedited Deep Neural Network Compilation Byung Hoon Ahn Prannoy Pilligundla Amir Yazdanbakhsh H. Esmaeilzadeh ODL 72 80 0 23 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 300 42,038 0 03 Dec 2019
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks Saurabh Singh Shankar Krishnan UQCV 93 126 0 21 Nov 2019
AI Benchmark: All About Deep Learning on Smartphones in 2019 Andrey D. Ignatov Radu Timofte Andrei Kulik Seungsoo Yang Ke Wang Felix Baum Max Wu Lirong Xu Luc Van Gool ELM 39 220 0 15 Oct 2019
MLPerf Training Benchmark Arya D. McCarthy Christine Cheng Cody Coleman Greg Diamos Paulius Micikevicius ... Carole-Jean Wu Lingjie Xu Masafumi Yamazaki C. Young Matei A. Zaharia 77 307 0 02 Oct 2019
EmBench: Quantifying Performance Variations of Deep Neural Networks across Modern Commodity Devices Mario Almeida Stefanos Laskaridis Ilias Leontiadis Stylianos I. Venieris Nicholas D. Lane 36 74 0 17 May 2019
Video Analytics with Zero-streaming Cameras Mengwei Xu Tiantu Xu Yunxin Liu F. Lin 36 25 0 28 Apr 2019
Depthwise Convolution is All You Need for Learning Multiple Visual Domains Yunhui Guo Yandong Li Rogerio Feris Liqiang Wang Tajana Simunic OOD 52 147 0 03 Feb 2019
A First Look at Deep Learning Apps on Smartphones Mengwei Xu Jiawei Liu Yuanqiang Liu F. Lin Yunxin Liu Xuanzhe Liu HAI 53 181 0 08 Nov 2018
AI Benchmark: Running Deep Neural Networks on Android Smartphones Andrey D. Ignatov Radu Timofte William Chou Ke Wang Max Wu Tim Hartley Luc Van Gool ELM 58 322 0 02 Oct 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 102 2,995 0 31 Jul 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 98 21,306 0 08 Apr 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 158 19,124 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 126 3,090 0 15 Dec 2017
DeepCache: Principled Cache for Mobile Deep Vision Mengwei Xu Mengze Zhu Yunxin Liu F. Lin Xuanzhe Liu VLM 77 201 0 01 Dec 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 148 5,577 0 21 Jul 2017
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 1.1K 20,747 0 17 Apr 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 651 36,599 0 25 Aug 2016
Fathom: Reference Workloads for Modern Deep Learning Methods Robert Adolf Saketh Rama Brandon Reagen Gu-Yeon Wei David Brooks 40 182 0 23 Aug 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 349 18,300 0 27 May 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 130 7,448 0 24 Feb 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 311 14,196 0 23 Feb 2016
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 152 29,646 0 08 Dec 2015
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 539 27,231 0 02 Dec 2015
Deep Learning with Limited Numerical Precision Suyog Gupta A. Agrawal K. Gopalakrishnan P. Narayanan HAI 141 2,043 0 09 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.0K 99,991 0 04 Sep 2014