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ShuffleNet: An Extremely Efficient Convolutional Neural Network for
  Mobile Devices
v1v2 (latest)

ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices

4 July 2017
Xiangyu Zhang
Xinyu Zhou
Mengxiao Lin
Jian Sun
    AI4TS
ArXiv (abs)PDFHTML

Papers citing "ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices"

50 / 1,497 papers shown
Title
A Survey of Methods for Low-Power Deep Learning and Computer Vision
A Survey of Methods for Low-Power Deep Learning and Computer Vision
Abhinav Goel
Caleb Tung
Yung-Hsiang Lu
George K. Thiruvathukal
VLM
53
95
0
24 Mar 2020
Dynamic ReLU
Dynamic ReLU
Yinpeng Chen
Xiyang Dai
Mengchen Liu
Dongdong Chen
Lu Yuan
Zicheng Liu
265
166
0
22 Mar 2020
TanhExp: A Smooth Activation Function with High Convergence Speed for
  Lightweight Neural Networks
TanhExp: A Smooth Activation Function with High Convergence Speed for Lightweight Neural Networks
Xinyu Liu
Xiaoguang Di
77
61
0
22 Mar 2020
Review of data analysis in vision inspection of power lines with an
  in-depth discussion of deep learning technology
Review of data analysis in vision inspection of power lines with an in-depth discussion of deep learning technology
Xinyu Liu
Xiren Miao
Hao Jiang
Jia Chen
55
12
0
22 Mar 2020
Collaborative Distillation for Ultra-Resolution Universal Style Transfer
Collaborative Distillation for Ultra-Resolution Universal Style Transfer
Huan Wang
Yijun Li
Yuehai Wang
Haoji Hu
Ming-Hsuan Yang
172
103
0
18 Mar 2020
Resolution Adaptive Networks for Efficient Inference
Resolution Adaptive Networks for Efficient Inference
Le Yang
Yizeng Han
Xi Chen
Shiji Song
Jifeng Dai
Gao Huang
119
219
0
16 Mar 2020
Channel Pruning Guided by Classification Loss and Feature Importance
Channel Pruning Guided by Classification Loss and Feature Importance
Jinyang Guo
Wanli Ouyang
Dong Xu
64
54
0
15 Mar 2020
LCP: A Low-Communication Parallelization Method for Fast Neural Network
  Inference in Image Recognition
LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition
Ramyad Hadidi
Bahar Asgari
Jiashen Cao
Younmin Bae
Da Eun Shim
Hyojong Kim
Sung-Kyu Lim
Michael S. Ryoo
Hyesoon Kim
44
1
0
13 Mar 2020
Highly Efficient Salient Object Detection with 100K Parameters
Highly Efficient Salient Object Detection with 100K Parameters
Shanghua Gao
Yong-qiang Tan
Ming-Ming Cheng
Chengze Lu
Yunpeng Chen
Shuicheng Yan
306
172
0
12 Mar 2020
Channel Pruning via Optimal Thresholding
Channel Pruning via Optimal Thresholding
Yun Ye
Ganmei You
Jong-Kae Fwu
Xia Zhu
Q. Yang
Yuan Zhu
47
12
0
10 Mar 2020
How to Train Your Super-Net: An Analysis of Training Heuristics in
  Weight-Sharing NAS
How to Train Your Super-Net: An Analysis of Training Heuristics in Weight-Sharing NAS
Kaicheng Yu
René Ranftl
Mathieu Salzmann
75
35
0
09 Mar 2020
BiDet: An Efficient Binarized Object Detector
BiDet: An Efficient Binarized Object Detector
Ziwei Wang
Ziyi Wu
Jiwen Lu
Jie Zhou
MQ
123
66
0
09 Mar 2020
FarSee-Net: Real-Time Semantic Segmentation by Efficient Multi-scale
  Context Aggregation and Feature Space Super-resolution
FarSee-Net: Real-Time Semantic Segmentation by Efficient Multi-scale Context Aggregation and Feature Space Super-resolution
Zhanpeng Zhang
Kaipeng Zhang
SSeg
34
21
0
09 Mar 2020
ReActNet: Towards Precise Binary Neural Network with Generalized
  Activation Functions
ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions
Zechun Liu
Zhiqiang Shen
Marios Savvides
Kwang-Ting Cheng
MQ
214
354
0
07 Mar 2020
Cluster Pruning: An Efficient Filter Pruning Method for Edge AI Vision
  Applications
Cluster Pruning: An Efficient Filter Pruning Method for Edge AI Vision Applications
Chinthaka Gamanayake
Lahiru Jayasinghe
Benny Kai Kiat Ng
Chau Yuen
VLM
91
47
0
05 Mar 2020
BATS: Binary ArchitecTure Search
BATS: Binary ArchitecTure Search
Adrian Bulat
Brais Martínez
Georgios Tzimiropoulos
MQ
97
68
0
03 Mar 2020
DriverMHG: A Multi-Modal Dataset for Dynamic Recognition of Driver Micro
  Hand Gestures and a Real-Time Recognition Framework
DriverMHG: A Multi-Modal Dataset for Dynamic Recognition of Driver Micro Hand Gestures and a Real-Time Recognition Framework
Okan Kopuklu
Thomas Ledwon
Yao Rong
Neslihan Köse
Gerhard Rigoll
84
23
0
02 Mar 2020
Sparsity Meets Robustness: Channel Pruning for the Feynman-Kac Formalism
  Principled Robust Deep Neural Nets
Sparsity Meets Robustness: Channel Pruning for the Feynman-Kac Formalism Principled Robust Deep Neural Nets
Thu Dinh
Bao Wang
Andrea L. Bertozzi
Stanley J. Osher
AAML
34
17
0
02 Mar 2020
Learning When and Where to Zoom with Deep Reinforcement Learning
Learning When and Where to Zoom with Deep Reinforcement Learning
Burak Uzkent
Stefano Ermon
94
69
0
01 Mar 2020
Semi-Supervised Neural Architecture Search
Semi-Supervised Neural Architecture Search
Renqian Luo
Xu Tan
Rui Wang
Tao Qin
Enhong Chen
Tie-Yan Liu
99
90
0
24 Feb 2020
Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by
  Enabling Input-Adaptive Inference
Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference
Ting-Kuei Hu
Tianlong Chen
Haotao Wang
Zhangyang Wang
OODAAML3DH
95
84
0
24 Feb 2020
Neural Architecture Search for Compressed Sensing Magnetic Resonance
  Image Reconstruction
Neural Architecture Search for Compressed Sensing Magnetic Resonance Image Reconstruction
Jiangpeng Yan
Shuo Chen
Yongbing Zhang
Xiu Li
53
24
0
22 Feb 2020
Structured Sparsification with Joint Optimization of Group Convolution
  and Channel Shuffle
Structured Sparsification with Joint Optimization of Group Convolution and Channel Shuffle
Xinyu Zhang
Kai Zhao
Taihong Xiao
Mingg-Ming Cheng
Ming-Hsuan Yang
59
1
0
19 Feb 2020
Learning Architectures for Binary Networks
Learning Architectures for Binary Networks
Dahyun Kim
Kunal Pratap Singh
Jonghyun Choi
MQ
91
44
0
17 Feb 2020
Stabilizing Differentiable Architecture Search via Perturbation-based
  Regularization
Stabilizing Differentiable Architecture Search via Perturbation-based Regularization
Xiangning Chen
Cho-Jui Hsieh
102
207
0
12 Feb 2020
WatchDog: Real-time Vehicle Tracking on Geo-distributed Edge Nodes
WatchDog: Real-time Vehicle Tracking on Geo-distributed Edge Nodes
Zheng Dong
Yan Lu
G. Tong
Yuanchao Shu
Shuai Wang
Weisong Shi
58
10
0
11 Feb 2020
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing
Canwen Xu
Wangchunshu Zhou
Tao Ge
Furu Wei
Ming Zhou
348
201
0
07 Feb 2020
Impact of ImageNet Model Selection on Domain Adaptation
Impact of ImageNet Model Selection on Domain Adaptation
Youshan Zhang
Brian D. Davison
FAttOODVLM
107
34
0
06 Feb 2020
Analyzing the Dependency of ConvNets on Spatial Information
Analyzing the Dependency of ConvNets on Spatial Information
Yue Fan
Yongqin Xian
M. Losch
Bernt Schiele
18
4
0
05 Feb 2020
Post-Training Piecewise Linear Quantization for Deep Neural Networks
Post-Training Piecewise Linear Quantization for Deep Neural Networks
Jun Fang
Ali Shafiee
Hamzah Abdel-Aziz
D. Thorsley
Georgios Georgiadis
Joseph Hassoun
MQ
106
148
0
31 Jan 2020
Towards the Systematic Reporting of the Energy and Carbon Footprints of
  Machine Learning
Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning
Peter Henderson
Jie Hu
Joshua Romoff
Emma Brunskill
Dan Jurafsky
Joelle Pineau
106
459
0
31 Jan 2020
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
Souvik Kundu
M. Nazemi
Massoud Pedram
K. Chugg
Peter A. Beerel
CVBM
77
36
0
29 Jan 2020
Depthwise-STFT based separable Convolutional Neural Networks
Depthwise-STFT based separable Convolutional Neural Networks
Sudhakar Kumawat
Shanmuganathan Raman
OODMDE
50
5
0
27 Jan 2020
CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in
  MPR Images
CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in MPR Images
Mariia Dobko
B. Petryshak
Oles Dobosevych
21
4
0
23 Jan 2020
Depthwise Non-local Module for Fast Salient Object Detection Using a
  Single Thread
Depthwise Non-local Module for Fast Salient Object Detection Using a Single Thread
Haofeng Li
Guanbin Li
Binbin Yang
Guanqi Chen
Liang Lin
Yizhou Yu
ObjD
100
28
0
22 Jan 2020
BNAS:An Efficient Neural Architecture Search Approach Using Broad
  Scalable Architecture
BNAS:An Efficient Neural Architecture Search Approach Using Broad Scalable Architecture
Zixiang Ding
Yaran Chen
Nannan Li
Dongbin Zhao
Zhiquan Sun
C. L. Philip Chen
28
0
0
18 Jan 2020
Latency-Aware Differentiable Neural Architecture Search
Latency-Aware Differentiable Neural Architecture Search
Yuhui Xu
Lingxi Xie
Xiaopeng Zhang
Xin Chen
Bowen Shi
Qi Tian
H. Xiong
OOD
70
33
0
17 Jan 2020
MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy?
MeliusNet: Can Binary Neural Networks Achieve MobileNet-level Accuracy?
Joseph Bethge
Christian Bartz
Haojin Yang
Ying-Cong Chen
Christoph Meinel
MQ
89
91
0
16 Jan 2020
Quantisation and Pruning for Neural Network Compression and
  Regularisation
Quantisation and Pruning for Neural Network Compression and Regularisation
Kimessha Paupamah
Steven D. James
Richard Klein
38
23
0
14 Jan 2020
Cross-dataset Training for Class Increasing Object Detection
Cross-dataset Training for Class Increasing Object Detection
Yongqiang Yao
Yan Wang
Yu-Xiao Guo
Jiaojiao Lin
Hongwei Qin
Junjie Yan
ObjD
57
17
0
14 Jan 2020
Least squares binary quantization of neural networks
Least squares binary quantization of neural networks
Hadi Pouransari
Zhucheng Tu
Oncel Tuzel
MQ
82
32
0
09 Jan 2020
Resource-Efficient Neural Networks for Embedded Systems
Resource-Efficient Neural Networks for Embedded Systems
Wolfgang Roth
Günther Schindler
Lukas Pfeifenberger
Robert Peharz
Sebastian Tschiatschek
Holger Fröning
Franz Pernkopf
Zoubin Ghahramani
84
51
0
07 Jan 2020
Lightweight Residual Densely Connected Convolutional Neural Network
Lightweight Residual Densely Connected Convolutional Neural Network
Fahimeh Fooladgar
S. Kasaei
57
13
0
02 Jan 2020
ZeroQ: A Novel Zero Shot Quantization Framework
ZeroQ: A Novel Zero Shot Quantization Framework
Yaohui Cai
Z. Yao
Zhen Dong
A. Gholami
Michael W. Mahoney
Kurt Keutzer
MQ
127
399
0
01 Jan 2020
AdderNet: Do We Really Need Multiplications in Deep Learning?
AdderNet: Do We Really Need Multiplications in Deep Learning?
Hanting Chen
Yunhe Wang
Chunjing Xu
Boxin Shi
Chao Xu
Qi Tian
Chang Xu
145
203
0
31 Dec 2019
RC-DARTS: Resource Constrained Differentiable Architecture Search
RC-DARTS: Resource Constrained Differentiable Architecture Search
Xiaojie Jin
Jiang Wang
Joshua Slocum
Ming-Hsuan Yang
Shengyang Dai
Shuicheng Yan
Jiashi Feng
60
31
0
30 Dec 2019
Mixed-Precision Quantized Neural Network with Progressively Decreasing
  Bitwidth For Image Classification and Object Detection
Mixed-Precision Quantized Neural Network with Progressively Decreasing Bitwidth For Image Classification and Object Detection
Tianshu Chu
Qin Luo
Jie Yang
Xiaolin Huang
MQ
40
6
0
29 Dec 2019
TBC-Net: A real-time detector for infrared small target detection using
  semantic constraint
TBC-Net: A real-time detector for infrared small target detection using semantic constraint
Mingxin Zhao
Li Cheng
Xu Yang
P. Feng
Liyuan Liu
N. Wu
70
59
0
27 Dec 2019
Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild
Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild
Xin Chen
Lingxi Xie
Jun Wu
Qi Tian
137
96
0
23 Dec 2019
\emph{cm}SalGAN: RGB-D Salient Object Detection with Cross-View
  Generative Adversarial Networks
\emph{cm}SalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks
Bo Jiang
Zitai Zhou
Tianlin Li
Jin Tang
Bin Luo
GAN
151
75
0
21 Dec 2019
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