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ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices

4 July 2017

Xiangyu Zhang

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

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Title
ShuffleSeg: Real-time Semantic Segmentation Network M. Gamal Mennatullah Siam Moemen Abdel-Razek SSeg 125 63 0 10 Mar 2018
RTSeg: Real-time Semantic Segmentation Comparative Study Mennatullah Siam M. Gamal Moemen Abdel-Razek S. Yogamani Martin Jägersand SSeg 262 117 0 07 Mar 2018
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage Qiuyu Zhu Ruixin Zhang 3DH 77 5 0 07 Mar 2018
Deep Neural Network Compression with Single and Multiple Level Quantization Yuhui Xu Yongzhuang Wang Aojun Zhou Weiyao Lin H. Xiong MQ 129 121 0 06 Mar 2018
Loss-aware Weight Quantization of Deep Networks Lu Hou James T. Kwok MQ 228 134 0 23 Feb 2018
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet S. H. HasanPour Mohammad Rouhani Mohsen Fayyaz Mohammad Sabokrou Ehsan Adeli 143 45 0 17 Feb 2018
FD-MobileNet: Improved MobileNet with a Fast Downsampling Strategy Zheng Qin Zhaoning Zhang Xiaotao Chen Yuxing Peng MQ 123 109 0 11 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 353 1,419 0 10 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 913 15,070 0 07 Feb 2018
Universal Deep Neural Network Compression Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 243 90 0 07 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 822 3,185 0 05 Feb 2018
Recent Advances in Efficient Computation of Deep Convolutional Neural Networks Jian Cheng Peisong Wang Gang Li Qinghao Hu Hanqing Lu 80 3 0 03 Feb 2018
PU-Net: Point Cloud Upsampling Network Lequan Yu Xianzhi Li Chi-Wing Fu Daniel Cohen-Or Pheng-Ann Heng 3DPC 228 666 0 21 Jan 2018
EffNet: An Efficient Structure for Convolutional Neural Networks Ido Freeman L. Roese-Koerner A. Kummert 198 104 0 19 Jan 2018
Fully Point-wise Convolutional Neural Network for Modeling Statistical Regularities in Natural Images Jing Zhang Yang Cao Yang Wang Chenglin Wen Changwen Chen 92 37 0 19 Jan 2018
Understanding the Disharmony between Dropout and Batch Normalization by Variance Shift Xiang Li Shuo Chen Xiaolin Hu Zhiqiang Wang 134 321 0 16 Jan 2018
Fix your classifier: the marginal value of training the last weight layer Elad Hoffer Itay Hubara Daniel Soudry 244 104 0 14 Jan 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 1.5K 22,215 0 13 Jan 2018
Not All Ops Are Created Equal! Liangzhen Lai Naveen Suda Vikas Chandra 109 26 0 12 Jan 2018
clcNet: Improving the Efficiency of Convolutional Neural Network using Channel Local Convolutions Dong-Qing Zhang 188 10 0 17 Dec 2017
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 585 3,642 0 15 Dec 2017
StrassenNets: Deep Learning with a Multiplication Budget Michael Tschannen Aran Khanna Anima Anandkumar 222 30 0 11 Dec 2017
High performance ultra-low-precision convolutions on mobile devices Andrew Tulloch Yangqing Jia HAI MQ 96 29 0 06 Dec 2017
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 404 2,090 0 02 Dec 2017
Towards High Performance Video Object Detection Xizhou Zhu Jifeng Dai Lu Yuan Yichen Wei ObjD 157 252 0 30 Nov 2017
Recurrent Segmentation for Variable Computational Budgets Lane T. McIntosh Niru Maheswaranathan David Sussillo Jonathon Shlens SSeg VOS 191 20 0 28 Nov 2017
WSNet: Compact and Efficient Networks Through Weight Sampling Xiaojie Jin Yingzhen Yang N. Xu Jianchao Yang Nebojsa Jojic Jiashi Feng Shuicheng Yan 114 2 0 28 Nov 2017
CondenseNet: An Efficient DenseNet using Learned Group Convolutions Gao Huang Shichen Liu Laurens van der Maaten Kilian Q. Weinberger 247 841 0 25 Nov 2017
Deep Expander Networks: Efficient Deep Networks from Graph Theory Christian Schroeder de Witt G. Varma A. Namboodiri GNN 216 75 0 23 Nov 2017
Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions Bichen Wu Alvin Wan Xiangyu Yue Peter H. Jin Sicheng Zhao Noah Golmant A. Gholaminejad Joseph E. Gonzalez Kurt Keutzer 3DPC 250 384 0 22 Nov 2017
Receptive Field Block Net for Accurate and Fast Object Detection Songtao Liu Di Huang Yunhong Wang ObjD 265 1,428 0 21 Nov 2017
Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity? Manuele Rusci Lukas Cavigelli Luca Benini MQ 151 21 0 21 Nov 2017
Light-Head R-CNN: In Defense of Two-Stage Object Detector Zeming Li Chao Peng Gang Yu Xiangyu Zhang Yangdong Deng Jian Sun ObjD 169 382 0 20 Nov 2017
Block-Cyclic Stochastic Coordinate Descent for Deep Neural Networks Kensuke Nakamura Stefano Soatto Byung-Woo Hong BDL ODL 153 8 0 20 Nov 2017
Hello Edge: Keyword Spotting on Microcontrollers Yundong Zhang Naveen Suda Liangzhen Lai Vikas Chandra 234 466 0 20 Nov 2017
Mobile Video Object Detection with Temporally-Aware Feature Maps Mason Liu Menglong Zhu ObjD 210 209 0 17 Nov 2017
AOGNets: Compositional Grammatical Architectures for Deep Learning Xilai Li Xi Song Tianfu Wu 151 26 0 15 Nov 2017
Moonshine: Distilling with Cheap Convolutions Elliot J. Crowley Gavia Gray Amos Storkey 307 126 0 07 Nov 2017
Towards Effective Low-bitwidth Convolutional Neural Networks Bohan Zhuang Chunhua Shen Zhuliang Yu Lingqiao Liu Ian Reid MQ 243 250 0 01 Nov 2017
Dual Skipping Networks Changmao Cheng Yanwei Fu Yu-Gang Jiang Wei Liu Wenlian Lu Jianfeng Feng Xiangyang Xue 124 1 0 28 Oct 2017
Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference Bradley McDanel Surat Teerapittayanon H. T. Kung 55 8 0 21 Oct 2017
Energy-efficient Amortized Inference with Cascaded Deep Classifiers Jiaqi Guan Yang Liu Qiang Liu Jian-wei Peng 102 37 0 10 Oct 2017
Keynote: Small Neural Nets Are Beautiful: Enabling Embedded Systems with Small Deep-Neural-Network Architectures F. Iandola Kurt Keutzer 128 38 0 07 Oct 2017
Margin Sample Mining Loss: A Deep Learning Based Method for Person Re-identification Qiqi Xiao Haowen Luo Fangqiu Yi 341 155 0 02 Oct 2017
Improving Efficiency in Convolutional Neural Network with Multilinear Filters D. Tran Alexandros Iosifidis Moncef Gabbouj 228 42 0 28 Sep 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 1.4K 30,893 0 05 Sep 2017
Rocket Launching: A Universal and Efficient Framework for Training Well-performing Light NetAAAI Conference on Artificial Intelligence (AAAI), 2017 Guorui Zhou Ying Fan Runpeng Cui Weijie Bian Xiaoqiang Zhu Kun Gai 129 122 0 14 Aug 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 645 5,967 0 21 Jul 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 291 600 0 05 Jul 2017
Image Forgery Localization Based on Multi-Scale Convolutional Neural NetworksIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2017 Yanfei Liu Qingxiao Guan Xianfeng Zhao Q. Qin 167 147 0 13 Jun 2017