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Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Yihui He

Xiangyu Zhang

Jian Sun

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Papers citing "Channel Pruning for Accelerating Very Deep Neural Networks"

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Title
Recent Advances in Convolutional Neural Network Acceleration Qianru Zhang Meng Zhang Tinghuan Chen Zhifei Sun Yuzhe Ma Bei Yu 82 351 0 23 Jul 2018
Filter Distillation for Network Compression Xavier Suau Luca Zappella N. Apostoloff 46 38 0 20 Jul 2018
BRIEF: Backward Reduction of CNNs with Information Flow Analysis Yu-Hsun Lin Chun-Nan Chou Edward Y. Chang 30 0 0 16 Jul 2018
$Make $\ell_1$ Regularization Effective in Training Sparse CNN$ Make $\ell_1$ Regularization Effective in Training Sparse CNN Juncai He Xiaodong Jia Jinchao Xu Lian Zhang Liang Zhao 62 5 0 11 Jul 2018
Auto Deep Compression by Reinforcement Learning Based Actor-Critic Structure Hamed Hakkak OffRL AI4CE 93 1 0 08 Jul 2018
Automatic Rank Selection for High-Speed Convolutional Neural Network Hyeji Kim C. Kyung 61 5 0 28 Jun 2018
Doubly Nested Network for Resource-Efficient Inference Jaehong Kim Sungeun Hong Yongseok Choi Jiwon Kim 32 5 0 20 Jun 2018
PCAS: Pruning Channels with Attention Statistics for Deep Network Compression Kohei Yamamoto K. Maeno 68 33 0 14 Jun 2018
SCSP: Spectral Clustering Filter Pruning with Soft Self-adaption Manners Huiyuan Zhuo Xuelin Qian Yanwei Fu Heng Yang Xiangyang Xue 74 37 0 14 Jun 2018
Energy-Constrained Compression for Deep Neural Networks via Weighted Sparse Projection and Layer Input Masking Haichuan Yang Yuhao Zhu Ji Liu CVBM 116 36 0 12 Jun 2018
Deep Mixture of Experts via Shallow Embedding Xin Wang Feng Yu Lisa Dunlap Yi-An Ma Ruth Wang Azalia Mirhoseini Trevor Darrell Joseph E. Gonzalez MoE 43 1 0 05 Jun 2018
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks Ke Sun Mingjie Li Dong Liu Jingdong Wang 124 126 0 01 Jun 2018
Channel Gating Neural Networks Weizhe Hua Yuan Zhou Christopher De Sa Zhiru Zhang G. E. Suh 68 180 0 29 May 2018
A novel channel pruning method for deep neural network compression Yiming Hu Siyang Sun Jianquan Li Xingang Wang Qingyi Gu 75 67 0 29 May 2018
AutoPruner: An End-to-End Trainable Filter Pruning Method for Efficient Deep Model Inference Jian-Hao Luo Jianxin Wu 83 211 0 23 May 2018
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks Wenshuo Li Jincheng Yu Xuefei Ning Pengjun Wang Qi Wei Yu Wang Huazhong Yang AAML 93 62 0 14 May 2018
Unifying and Merging Well-trained Deep Neural Networks for Inference Stage Yi-Min Chou Yi-Ming Chan Jia-Hong Lee Chih-Yi Chiu Chu-Song Chen MoMe 71 34 0 14 May 2018
Quantization Mimic: Towards Very Tiny CNN for Object Detection Yi Wei Xinyu Pan Hongwei Qin Wanli Ouyang Junjie Yan ObjD 152 90 0 06 May 2018
SdcNet: A Computation-Efficient CNN for Object Recognition Yunlong Ma Chunyan Wang 25 3 0 03 May 2018
CompNet: Neural networks growing via the compact network morphism Jun Lu Wei-Ying Ma Boi Faltings GNN 31 4 0 27 Apr 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 93 90 0 26 Apr 2018
Select, Attend, and Transfer: Light, Learnable Skip Connections Saeid Asgari Taghanaki A. Bentaieb Anmol Sharma S. Kevin Zhou Yefeng Zheng ... Puneet Sharma Sasa Grbic Zhoubing Xu Dorin Comaniciu Ghassan Hamarneh 74 20 0 14 Apr 2018
Building Efficient CNN Architecture for Offline Handwritten Chinese Character Recognition Zhiyuan Li Nanjun Teng Min Jin Huaxiang Lu 39 52 0 04 Apr 2018
Diagonalwise Refactorization: An Efficient Training Method for Depthwise Convolutions Zheng Qin Zhaoning Zhang Dongsheng Li Yiming Zhang Yuxing Peng 60 28 0 27 Mar 2018
Merging and Evolution: Improving Convolutional Neural Networks for Mobile Applications Zheng Qin Zhaoning Zhang Shiqing Zhang Hao Yu Yuxing Peng 18 7 0 24 Mar 2018
Exploring Linear Relationship in Feature Map Subspace for ConvNets Compression Dong Wang Lei Zhou Xueni Zhang Xiao Bai Jun Zhou 80 47 0 15 Mar 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 402 3,492 0 09 Mar 2018
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage Qiuyu Zhu Ruixin Zhang 3DH 33 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 63 115 0 06 Mar 2018
Recurrent Residual Module for Fast Inference in Videos Bowen Pan Wuwei Lin Xiaolin Fang Chaoqin Huang Bolei Zhou Cewu Lu ObjD 94 34 0 27 Feb 2018
FD-MobileNet: Improved MobileNet with a Fast Downsampling Strategy Zheng Qin Zhaoning Zhang Xiaotao Chen Yuxing Peng MQ 73 104 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 125 1,350 0 10 Feb 2018
Universal Deep Neural Network Compression Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 151 88 0 07 Feb 2018
Recent Advances in Efficient Computation of Deep Convolutional Neural Networks Jian Cheng Peisong Wang Gang Li Qinghao Hu Hanqing Lu 55 3 0 03 Feb 2018
Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers Jianbo Ye Xin Lu Zhe Lin Jianmin Wang 109 408 0 01 Feb 2018
Recovering from Random Pruning: On the Plasticity of Deep Convolutional Neural Networks Deepak Mittal S. Bhardwaj Mitesh M. Khapra Balaraman Ravindran VLM 80 66 0 31 Jan 2018
Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks Jason Kuen Xiangfei Kong Zhe Lin G. Wang Jianxiong Yin Simon See Yap-Peng Tan BDL 76 25 0 29 Jan 2018
Learning to Prune Filters in Convolutional Neural Networks Qiangui Huang S. Kevin Zhou Suya You Ulrich Neumann VLM 102 177 0 23 Jan 2018
SBNet: Sparse Blocks Network for Fast Inference Mengye Ren A. Pokrovsky Binh Yang R. Urtasun 138 180 0 07 Jan 2018
NestedNet: Learning Nested Sparse Structures in Deep Neural Networks Eunwoo Kim Chanho Ahn Songhwai Oh 44 2 0 11 Dec 2017
SkipNet: Learning Dynamic Routing in Convolutional Networks Xin Wang Feng Yu Zi-Yi Dou Trevor Darrell Joseph E. Gonzalez 154 640 0 26 Nov 2017
CondenseNet: An Efficient DenseNet using Learned Group Convolutions Gao Huang Shichen Liu Laurens van der Maaten Kilian Q. Weinberger 133 800 0 25 Nov 2017
Deep Expander Networks: Efficient Deep Networks from Graph Theory Ameya Prabhu G. Varma A. Namboodiri GNN 131 72 0 23 Nov 2017
A Survey of Model Compression and Acceleration for Deep Neural Networks Yu Cheng Duo Wang Pan Zhou Zhang Tao 166 1,101 0 23 Oct 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 137 563 0 05 Jul 2017
Structural Compression of Convolutional Neural Networks R. Abbasi-Asl Bin Yu 61 16 0 20 May 2017
The Shallow End: Empowering Shallower Deep-Convolutional Networks through Auxiliary Outputs Yong Guo Jian Chen Qingyao Wu Anton Van Den Hengel Javen Qinfeng Shi Mingkui Tan 101 13 0 06 Nov 2016