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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
Exploiting Prunability for Person Re-Identification Hugo Masson Amran Bhuiyan Le Thanh Nguyen-Meidine Mehrsan Javan P. Siva Ismail Ben Ayed Eric Granger 67 9 0 04 Jul 2019
Non-Structured DNN Weight Pruning -- Is It Beneficial in Any Platform? Xiaolong Ma Sheng Lin Shaokai Ye Zhezhi He Linfeng Zhang ... Deliang Fan Xuehai Qian Xinyu Lin Kaisheng Ma Yanzhi Wang MQ 132 93 0 03 Jul 2019
Importance Estimation for Neural Network Pruning Pavlo Molchanov Arun Mallya Stephen Tyree I. Frosio Jan Kautz 3DPC 95 888 0 25 Jun 2019
COP: Customized Deep Model Compression via Regularized Correlation-Based Filter-Level Pruning Wenxiao Wang Cong Fu Jishun Guo Deng Cai Xiaofei He VLM 64 72 0 25 Jun 2019
Progressive Gradient Pruning for Classification, Detection and DomainAdaptation Le Thanh Nguyen-Meidine Eric Granger M. Kiran Louis-Antoine Blais-Morin M. Pedersoli VLM 40 3 0 20 Jun 2019
GAN-Knowledge Distillation for one-stage Object Detection Wanwei Wang Jin ke Yu Fan Zong ObjD 52 29 0 20 Jun 2019
A One-step Pruning-recovery Framework for Acceleration of Convolutional Neural Networks Dong Wang Lei Zhou Xiao Bai Jun Zhou 28 2 0 18 Jun 2019
Structured Pruning of Recurrent Neural Networks through Neuron Selection Liangjiang Wen Xuanyang Zhang Haoli Bai Zenglin Xu 65 38 0 17 Jun 2019
Parameterized Structured Pruning for Deep Neural Networks Günther Schindler Wolfgang Roth Franz Pernkopf Holger Froening 51 6 0 12 Jun 2019
Data-Free Quantization Through Weight Equalization and Bias Correction Markus Nagel M. V. Baalen Tijmen Blankevoort Max Welling MQ 99 515 0 11 Jun 2019
Taxonomy of Saliency Metrics for Channel Pruning Kaveena Persand Andrew Anderson David Gregg 52 7 0 11 Jun 2019
The Generalization-Stability Tradeoff In Neural Network Pruning Brian Bartoldson Ari S. Morcos Adrian Barbu G. Erlebacher 94 76 0 09 Jun 2019
HGC: Hierarchical Group Convolution for Highly Efficient Neural Network Xukai Xie Yuan Zhou S. Kung 27 3 0 09 Jun 2019
AutoGrow: Automatic Layer Growing in Deep Convolutional Networks W. Wen Feng Yan Yiran Chen H. Li 81 40 0 07 Jun 2019
Butterfly Transform: An Efficient FFT Based Neural Architecture Design Keivan Alizadeh-Vahid Anish K. Prabhu Ali Farhadi Mohammad Rastegari 138 50 0 05 Jun 2019
Interpretable Neural Network Decoupling Yuchao Li Rongrong Ji Shaohui Lin Baochang Zhang Chenqian Yan Yongjian Wu Feiyue Huang Ling Shao 56 2 0 04 Jun 2019
Robust Sparse Regularization: Simultaneously Optimizing Neural Network Robustness and Compactness Adnan Siraj Rakin Zhezhi He Li Yang Yanzhi Wang Liqiang Wang Deliang Fan AAML 96 21 0 30 May 2019
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Igor Fedorov Ryan P. Adams Matthew Mattina P. Whatmough 96 168 0 28 May 2019
RecNets: Channel-wise Recurrent Convolutional Neural Networks George Retsinas Athena Elafrou G. Goumas Petros Maragos 29 2 0 28 May 2019
Online Filter Clustering and Pruning for Efficient Convnets Zhengguang Zhou Wen-gang Zhou Richang Hong Houqiang Li 62 23 0 28 May 2019
Progressive Learning of Low-Precision Networks Zhengguang Zhou Wen-gang Zhou Xutao Lv Xuan Huang Xiaoyu Wang Houqiang Li MQ 55 11 0 28 May 2019
CompactNet: Platform-Aware Automatic Optimization for Convolutional Neural Networks Weicheng Li Rui Wang Zhongzhi Luan Di Huang Zidong Du Yunji Chen D. Qian 27 1 0 28 May 2019
OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks Jiashi Li Q. Qi Jingyu Wang Ce Ge Yujian Betterest Li Zhangzhang Yue Haifeng Sun BDL CML 101 53 0 28 May 2019
CGaP: Continuous Growth and Pruning for Efficient Deep Learning Xiaocong Du Zheng Li Yu Cao VLM 72 10 0 27 May 2019
Structured Compression by Weight Encryption for Unstructured Pruning and Quantization S. Kwon Dongsoo Lee Byeongwook Kim Parichay Kapoor Baeseong Park Gu-Yeon Wei MQ 74 51 0 24 May 2019
Network Pruning via Transformable Architecture Search Xuanyi Dong Yi Yang 3DPC 81 243 0 23 May 2019
DARC: Differentiable ARchitecture Compression Shashank Singh A. Khetan Zohar Karnin AI4CE 53 7 0 20 May 2019
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis Chaoqi Wang Roger C. Grosse Sanja Fidler Guodong Zhang 80 124 0 15 May 2019
Network Pruning for Low-Rank Binary Indexing Dongsoo Lee S. Kwon Byeongwook Kim Parichay Kapoor Gu-Yeon Wei 54 6 0 14 May 2019
Lightweight Monocular Depth Estimation Model by Joint End-to-End Filter pruning Sara Elkerdawy Kuanqi Cai Nilanjan Ray MDE VLM 60 20 0 13 May 2019
Approximated Oracle Filter Pruning for Destructive CNN Width Optimization Xiaohan Ding Guiguang Ding Yuchen Guo Jiawei Han C. Yan AAML 62 125 0 12 May 2019
Training CNNs with Selective Allocation of Channels Jongheon Jeong Jinwoo Shin CVBM 107 15 0 11 May 2019
Play and Prune: Adaptive Filter Pruning for Deep Model Compression Pravendra Singh Vinay Kumar Verma Piyush Rai Vinay P. Namboodiri VLM 65 71 0 11 May 2019
Creating Lightweight Object Detectors with Model Compression for Deployment on Edge Devices Yiwu Yao Weiqiang Yang Haoqi Zhu 37 0 0 06 May 2019
Full-stack Optimization for Accelerating CNNs with FPGA Validation Bradley McDanel Shanghang Zhang H. T. Kung Xin Dong MQ 29 2 0 01 May 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 83 172 0 28 Apr 2019
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks Jaedeok Kim Chi-youn Park Hyungsik Jung Yoonsuck Choe 62 18 0 24 Apr 2019
Stochastic Region Pooling: Make Attention More Expressive Mingnan Luo Guihua Wen Yang Hu Dan Dai Yingxue Xu 47 6 0 22 Apr 2019
Model Compression with Multi-Task Knowledge Distillation for Web-scale Question Answering System Ze Yang Linjun Shou Ming Gong Wutao Lin Daxin Jiang KELM 74 20 0 21 Apr 2019
Data-Driven Neuron Allocation for Scale Aggregation Networks Yi Li Zhanghui Kuang Yimin Chen Wayne Zhang 89 26 0 20 Apr 2019
Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds Martin Simon Karl Amende Andrea Kraus J. Honer Timo Sämann Hauke Kaulbersch Stefan Milz H. Groß 3DPC 80 199 0 16 Apr 2019
Cramnet: Layer-wise Deep Neural Network Compression with Knowledge Transfer from a Teacher Network J. Hoffman 31 3 0 11 Apr 2019
ThumbNet: One Thumbnail Image Contains All You Need for Recognition Chen Zhao Guohao Li 38 12 0 10 Apr 2019
Deep Virtual Networks for Memory Efficient Inference of Multiple Tasks Eunwoo Kim Chanho Ahn Philip Torr Songhwai Oh 56 12 0 09 Apr 2019
Filter Pruning by Switching to Neighboring CNNs with Good Attributes Yang He Ping Liu Linchao Zhu Yi Yang VLM 73 46 0 08 Apr 2019
Centripetal SGD for Pruning Very Deep Convolutional Networks with Complicated Structure Xiaohan Ding Guiguang Ding Yuchen Guo Jiawei Han 3DPC 69 185 0 08 Apr 2019
C2S2: Cost-aware Channel Sparse Selection for Progressive Network Pruning Chih-Yao Chiu Hwann-Tzong Chen Tyng-Luh Liu 20 0 0 06 Apr 2019
Prediction-Tracking-Segmentation Jianren Wang Yihui He Xiaobo Wang Xinjia Yu Xia Chen VOS 84 13 0 05 Apr 2019
T-Net: Parametrizing Fully Convolutional Nets with a Single High-Order Tensor Jean Kossaifi Adrian Bulat Georgios Tzimiropoulos Maja Pantic 53 68 0 04 Apr 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian Sun 185 941 0 31 Mar 2019