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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
ACP: Automatic Channel Pruning via Clustering and Swarm Intelligence Optimization for CNN Jingfei Chang Yang Lu Ping Xue Yiqun Xu Zhen Wei 41 39 0 16 Jan 2021
Single-path Bit Sharing for Automatic Loss-aware Model Compression Jing Liu Bohan Zhuang Peng Chen Chunhua Shen Jianfei Cai Mingkui Tan MQ 58 8 0 13 Jan 2021
Convolutional Neural Network Simplification with Progressive Retraining D. Osaku J. Gomes A. X. Falcão 28 4 0 12 Jan 2021
Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices G. Cerutti Renzo Andri Lukas Cavigelli Michele Magno Elisabetta Farella Luca Benini MQ 79 39 0 12 Jan 2021
RepVGG: Making VGG-style ConvNets Great Again Xiaohan Ding Xinming Zhang Ningning Ma Jungong Han Guiguang Ding Jian Sun 313 1,629 0 11 Jan 2021
L2PF -- Learning to Prune Faster M. Vemparala Nael Fasfous Alexander Frickenstein Mhd Ali Moraly Aquib Jamal Lukas Frickenstein C. Unger N. S. Nagaraja W. Stechele VLM 23 4 0 07 Jan 2021
FcaNet: Frequency Channel Attention Networks Zequn Qin Pengyi Zhang Leilei Gan Xi Li 116 714 0 22 Dec 2020
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 132 147 0 21 Dec 2020
Fusing CNNs and statistical indicators to improve image classification Javier Huertas-Tato Alejandro Martín Julián Fierrez David Camacho 87 37 0 20 Dec 2020
Enabling Retrain-free Deep Neural Network Pruning using Surrogate Lagrangian Relaxation Deniz Gurevin Shangli Zhou Lynn Pepin Bingbing Li Mikhail A. Bragin Caiwen Ding Fei Miao 54 3 0 18 Dec 2020
SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning Hanrui Wang Zhekai Zhang Song Han 159 399 0 17 Dec 2020
Neural Pruning via Growing Regularization Huan Wang Can Qin Yulun Zhang Y. Fu 106 148 0 16 Dec 2020
Learn-Prune-Share for Lifelong Learning Zifeng Wang T. Jian Kaushik R. Chowdhury Yanzhi Wang Jennifer Dy Stratis Ioannidis KELM CLL 69 36 0 13 Dec 2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 97 123 0 12 Dec 2020
Machine Learning for Cataract Classification and Grading on Ophthalmic Imaging Modalities: A Survey Xiaoqin Zhang Yan Hu Zunjie Xiao Jiansheng Fang Risa Higashita Jiang-Dong Liu 141 41 0 09 Dec 2020
The Role of Regularization in Shaping Weight and Node Pruning Dependency and Dynamics Yael Ben-Guigui Jacob Goldberger Tammy Riklin-Raviv 45 0 0 07 Dec 2020
Any-Width Networks Thanh Tien Vu Marc Eder True Price Jan-Michael Frahm 69 8 0 06 Dec 2020
Multi-head Knowledge Distillation for Model Compression Haiquan Wang Suhas Lohit Michael J. Jones Y. Fu 26 5 0 05 Dec 2020
An Once-for-All Budgeted Pruning Framework for ConvNets Considering Input Resolution Wenyu Sun Jian Cao Pengtao Xu Xiangcheng Liu Pu Li 36 0 0 02 Dec 2020
NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration Zhengang Li Geng Yuan Wei Niu Pu Zhao Yanyu Li ... Sijia Liu Kaiyuan Yang Bin Ren Yanzhi Wang Xue Lin MQ 100 27 0 01 Dec 2020
Layer Pruning via Fusible Residual Convolutional Block for Deep Neural Networks Pengtao Xu Jian Cao Fanhua Shang Wenyu Sun Pu Li 3DPC 30 26 0 29 Nov 2020
ProtoPShare: Prototype Sharing for Interpretable Image Classification and Similarity Discovery Dawid Rymarczyk Lukasz Struski Jacek Tabor Bartosz Zieliñski 75 116 0 29 Nov 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 116 124 0 25 Nov 2020
Auto Graph Encoder-Decoder for Neural Network Pruning Sixing Yu Arya Mazaheri Ali Jannesari GNN 81 40 0 25 Nov 2020
Synthesis and Pruning as a Dynamic Compression Strategy for Efficient Deep Neural Networks Alastair Finlinson S. Moschoyiannis 47 1 0 23 Nov 2020
Rethinking Weight Decay For Efficient Neural Network Pruning Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel T. Hannagan David Bertrand 112 26 0 20 Nov 2020
Empirical Evaluation of Deep Learning Model Compression Techniques on the WaveNet Vocoder Sam Davis Giuseppe Coccia Sam Gooch Julian Mack 36 0 0 20 Nov 2020
ClickTrain: Efficient and Accurate End-to-End Deep Learning Training via Fine-Grained Architecture-Preserving Pruning Chengming Zhang Geng Yuan Wei Niu Jiannan Tian Sian Jin ... Zhe Jiang Yanzhi Wang Bin Ren Shuaiwen Leon Song Dingwen Tao 3DV 86 1 0 20 Nov 2020
MixMix: All You Need for Data-Free Compression Are Feature and Data Mixing Yuhang Li Feng Zhu Ruihao Gong Mingzhu Shen Xin Dong F. Yu Shaoqing Lu Shi Gu MQ 104 40 0 19 Nov 2020
Empowering Things with Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things Jing Zhang Dacheng Tao 105 477 0 17 Nov 2020
MGIC: Multigrid-in-Channels Neural Network Architectures Moshe Eliasof Jonathan Ephrath Lars Ruthotto Eran Treister 109 8 0 17 Nov 2020
LEAN: graph-based pruning for convolutional neural networks by extracting longest chains R. Schoonhoven A. Hendriksen D. Pelt K. Batenburg 3DPC 56 4 0 13 Nov 2020
Dirichlet Pruning for Neural Network Compression Kamil Adamczewski Mijung Park 65 3 0 10 Nov 2020
ATCN: Resource-Efficient Processing of Time Series on Edge Mohammadreza Baharani Hamed Tabkhi AI4TS 81 1 0 10 Nov 2020
Effective Model Compression via Stage-wise Pruning Mingyang Zhang Xinyi Yu Jingtao Rong L. Ou SyDa 57 1 0 10 Nov 2020
PAMS: Quantized Super-Resolution via Parameterized Max Scale Huixia Li Chenqian Yan Shaohui Lin Xiawu Zheng Yuchao Li Baochang Zhang Fan Yang Rongrong Ji MQ 76 86 0 09 Nov 2020
Channel Pruning Guided by Spatial and Channel Attention for DNNs in Intelligent Edge Computing Mengran Liu Weiwei Fang Xiaodong Ma Wenyuan Xu N. Xiong Qiankun Li AAML 92 21 0 08 Nov 2020
Filter Pruning using Hierarchical Group Sparse Regularization for Deep Convolutional Neural Networks Kakeru Mitsuno Takio Kurita 40 7 0 04 Nov 2020
DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search Yushuo Guan Ning Liu Pengyu Zhao Zhengping Che Kaigui Bian Yanzhi Wang Jian Tang 53 40 0 04 Nov 2020
A Tunable Robust Pruning Framework Through Dynamic Network Rewiring of DNNs Souvik Kundu M. Nazemi Peter A. Beerel Massoud Pedram AAML 74 67 0 03 Nov 2020
Parameter Efficient Deep Neural Networks with Bilinear Projections Litao Yu Yongsheng Gao Jun Zhou Jian Zhang 58 1 0 03 Nov 2020
Sparsity-Control Ternary Weight Networks Xiang Deng Zhongfei Zhang MQ 63 8 0 01 Nov 2020
Methods for Pruning Deep Neural Networks S. Vadera Salem Ameen 3DPC 76 131 0 31 Oct 2020
Fusion-Catalyzed Pruning for Optimizing Deep Learning on Intelligent Edge Devices Guangli Li Xiu Ma Xueying Wang Lei Liu Jingling Xue Xiaobing Feng 79 33 0 30 Oct 2020
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough Mao Ye Lemeng Wu Qiang Liu 67 17 0 29 Oct 2020
Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks Julieta Martinez Jashan Shewakramani Ting Liu Ioan Andrei Bârsan Wenyuan Zeng R. Urtasun MQ 94 31 0 29 Oct 2020
Data Agnostic Filter Gating for Efficient Deep Networks Xiu Su Shan You Tao Huang Hongyan Xu Fei Wang Chao Qian Changshui Zhang Chang Xu 56 10 0 28 Oct 2020
Differentiable Channel Sparsity Search via Weight Sharing within Filters Yu Zhao Chung-Kuei Lee 46 1 0 28 Oct 2020
Neuron Merging: Compensating for Pruned Neurons Woojeong Kim Suhyun Kim Mincheol Park Geonseok Jeon 72 33 0 25 Oct 2020
AutoPruning for Deep Neural Network with Dynamic Channel Masking Baopu Li Yanwen Fan Zhihong Pan Gang Zhang 88 1 0 22 Oct 2020