Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Xiangyu Zhang

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

40 / 1,090 papers shown

Title
PCAS: Pruning Channels with Attention Statistics for Deep Network Compression Kohei Yamamoto K. Maeno 24 32 0 14 Jun 2018
SCSP: Spectral Clustering Filter Pruning with Soft Self-adaption Manners Huiyuan Zhuo Xuelin Qian Yanwei Fu Heng Yang Xiangyang Xue 19 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 12 36 0 12 Jun 2018
Deep Mixture of Experts via Shallow Embedding Xin Wang F. I. F. Richard Yu Lisa Dunlap Yi-An Ma Ruth Wang Azalia Mirhoseini Trevor Darrell Joseph E. Gonzalez MoE 19 1 0 05 Jun 2018
IGCV3: Interleaved Low-Rank Group Convolutions for Efficient Deep Neural Networks Ke Sun Mingjie Li Dong Liu Jingdong Wang 37 126 0 01 Jun 2018
Channel Gating Neural Networks Weizhe Hua Yuan Zhou Christopher De Sa Zhiru Zhang G. E. Suh 13 180 0 29 May 2018
A novel channel pruning method for deep neural network compression Yiming Hu Siyang Sun Jianquan Li Xingang Wang Qingyi Gu 12 66 0 29 May 2018
AutoPruner: An End-to-End Trainable Filter Pruning Method for Efficient Deep Model Inference Jian-Hao Luo Jianxin Wu 10 207 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 31 61 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 27 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 22 88 0 06 May 2018
SdcNet: A Computation-Efficient CNN for Object Recognition Yunlong Ma Chunyan Wang 21 3 0 03 May 2018
CompNet: Neural networks growing via the compact network morphism Jun Lu Wei-Ying Ma Boi Faltings GNN 11 4 0 27 Apr 2018
Accelerator-Aware Pruning for Convolutional Neural Networks Hyeong-Ju Kang 11 88 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 D. Comaniciu Ghassan Hamarneh 28 20 0 14 Apr 2018
Building Efficient CNN Architecture for Offline Handwritten Chinese Character Recognition Zhiyuan Li Nanjun Teng Min Jin Huaxiang Lu 15 51 0 04 Apr 2018
Diagonalwise Refactorization: An Efficient Training Method for Depthwise Convolutions Zheng Qin Zhaoning Zhang Dongsheng Li Yiming Zhang Yuxing Peng 17 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 6 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 13 47 0 15 Mar 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 32 3,385 0 09 Mar 2018
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage Qiuyu Zhu Ruixin Zhang 3DH 19 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 20 114 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 20 33 0 27 Feb 2018
FD-MobileNet: Improved MobileNet with a Fast Downsampling Strategy Zheng Qin Zhaoning Zhang Xiaotao Chen Yuxing Peng MQ 26 104 0 11 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li-Jia Li Song Han 33 1,339 0 10 Feb 2018
Universal Deep Neural Network Compression Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 81 85 0 07 Feb 2018
Recent Advances in Efficient Computation of Deep Convolutional Neural Networks Jian Cheng Peisong Wang Gang Li Qinghao Hu Hanqing Lu 27 3 0 03 Feb 2018
Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers Jianbo Ye Xin Lu Zhe-nan Lin J. Z. Wang 11 405 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 28 65 0 31 Jan 2018
Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks Jason Kuen Xiangfei Kong Zhe-nan Lin G. Wang Jianxiong Yin Simon See Yap-Peng Tan BDL 10 25 0 29 Jan 2018
Learning to Prune Filters in Convolutional Neural Networks Qiangui Huang S. Kevin Zhou Suya You Ulrich Neumann VLM 26 176 0 23 Jan 2018
SBNet: Sparse Blocks Network for Fast Inference Mengye Ren A. Pokrovsky Binh Yang R. Urtasun 25 179 0 07 Jan 2018
NestedNet: Learning Nested Sparse Structures in Deep Neural Networks Eunwoo Kim Chanho Ahn Songhwai Oh 18 2 0 11 Dec 2017
SkipNet: Learning Dynamic Routing in Convolutional Networks Xin Wang F. I. F. Richard Yu Zi-Yi Dou Trevor Darrell Joseph E. Gonzalez 25 625 0 26 Nov 2017
CondenseNet: An Efficient DenseNet using Learned Group Convolutions Gao Huang Shichen Liu L. V. D. van der Maaten Kilian Q. Weinberger 39 795 0 25 Nov 2017
Deep Expander Networks: Efficient Deep Networks from Graph Theory Ameya Prabhu G. Varma A. Namboodiri GNN 30 70 0 23 Nov 2017
A Survey of Model Compression and Acceleration for Deep Neural Networks Yu Cheng Duo Wang Pan Zhou Zhang Tao 29 1,087 0 23 Oct 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 53 558 0 05 Jul 2017
Structural Compression of Convolutional Neural Networks R. Abbasi-Asl Bin-Xia Yu 25 16 0 20 May 2017
The Shallow End: Empowering Shallower Deep-Convolutional Networks through Auxiliary Outputs Yong Guo Jian Chen Qingyao Wu A. Hengel Javen Qinfeng Shi Mingkui Tan 19 13 0 06 Nov 2016