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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

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Title
EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis Chaoqi Wang Roger C. Grosse Sanja Fidler Guodong Zhang 80 124 0 15 May 2019
Lightweight Monocular Depth Estimation Model by Joint End-to-End Filter pruning Sara Elkerdawy Hong Zhang Nilanjan Ray MDE VLM 60 20 0 13 May 2019
Object Detection in 20 Years: A Survey Zhengxia Zou Keyan Chen Zhenwei Shi Yuhong Guo Jieping Ye VLM ObjD AI4TS 166 2,406 0 13 May 2019
Implicit Filter Sparsification In Convolutional Neural Networks Dushyant Mehta K. Kim Christian Theobalt 31 1 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
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask Hattie Zhou Janice Lan Rosanne Liu J. Yosinski UQCV 103 389 0 03 May 2019
HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision Zhen Dong Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 97 529 0 29 Apr 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 83 171 0 28 Apr 2019
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks Jaedeok Kim Chi-youn Park Hyungsik Jung Yoonsuck Choe 60 18 0 24 Apr 2019
$$S^{2}$-LBI: Stochastic Split Linearized Bregman Iterations for Parsimonious Deep Learning$ $S^{2}$ -LBI: Stochastic Split Linearized Bregman Iterations for Parsimonious Deep Learning Yanwei Fu Donghao Li Xinwei Sun Shun Zhang Yizhou Wang Yuan Yao 38 0 0 24 Apr 2019
Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks Y. Zur Chaim Baskin Evgenii Zheltonozhskii Brian Chmiel Itay Evron A. Bronstein A. Mendelson MQ 85 7 0 22 Apr 2019
Deep Anchored Convolutional Neural Networks Jiahui Huang Kshitij Dwivedi Gemma Roig 38 1 0 22 Apr 2019
Knowledge Distillation via Route Constrained Optimization Xiao Jin Baoyun Peng Yichao Wu Yu Liu Jiaheng Liu Ding Liang Junjie Yan Xiaolin Hu 90 172 0 19 Apr 2019
SCANN: Synthesis of Compact and Accurate Neural Networks Shayan Hassantabar Zeyu Wang N. Jha 36 38 0 19 Apr 2019
CornerNet-Lite: Efficient Keypoint Based Object Detection Hei Law Yun Teng Olga Russakovsky Jia Deng 92 175 0 18 Apr 2019
LeanResNet: A Low-cost Yet Effective Convolutional Residual Networks Jonathan Ephrath Lars Ruthotto E. Haber Eran Treister 41 4 0 15 Apr 2019
Cramnet: Layer-wise Deep Neural Network Compression with Knowledge Transfer from a Teacher Network J. Hoffman 31 3 0 11 Apr 2019
Knowledge Squeezed Adversarial Network Compression Changyong Shu Li Peng Xie Yuan Yanyun Qu Longquan Dai Lizhuang Ma GAN 75 11 0 10 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
$L_0$ -ARM: Network Sparsification via Stochastic Binary Optimization Yang Li Shihao Ji MQ 49 15 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
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
Super accurate low latency object detection on a surveillance UAV Maarten Vandersteegen Kristof Van Beeck Toon Goedemé 59 20 0 03 Apr 2019
Model Slicing for Supporting Complex Analytics with Elastic Inference Cost and Resource Constraints Shaofeng Cai Gang Chen Beng Chin Ooi Jinyang Gao 138 19 0 03 Apr 2019
Fully Learnable Group Convolution for Acceleration of Deep Neural Networks Xijun Wang Meina Kan Shiguang Shan Xilin Chen 72 71 0 31 Mar 2019
Adversarial Robustness vs Model Compression, or Both? Shaokai Ye Kaidi Xu Sijia Liu Jan-Henrik Lambrechts Huan Zhang Aojun Zhou Kaisheng Ma Yanzhi Wang Xue Lin AAML 98 165 0 29 Mar 2019
Distilling Task-Specific Knowledge from BERT into Simple Neural Networks Raphael Tang Yao Lu Linqing Liu Lili Mou Olga Vechtomova Jimmy J. Lin 80 421 0 28 Mar 2019
AutoSlim: Towards One-Shot Architecture Search for Channel Numbers Jiahui Yu Thomas Huang 79 56 0 27 Mar 2019
How Can We Be So Dense? The Benefits of Using Highly Sparse Representations Subutai Ahmad Luiz Scheinkman 91 97 0 27 Mar 2019
MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning Zechun Liu Haoyuan Mu Xiangyu Zhang Zichao Guo Xin Yang K. Cheng Jian Sun 104 564 0 25 Mar 2019
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning Shaohui Lin Rongrong Ji Chenqian Yan Baochang Zhang Liujuan Cao QiXiang Ye Feiyue Huang David Doermann CVBM 58 510 0 22 Mar 2019
Max-plus Operators Applied to Filter Selection and Model Pruning in Neural Networks Yunxiang Zhang S. Blusseau Santiago Velasco-Forero Isabelle Bloch Jesús Angulo 64 26 0 19 Mar 2019
All You Need is a Few Shifts: Designing Efficient Convolutional Neural Networks for Image Classification Weijie Chen Di Xie Yuan Zhang Shiliang Pu 63 81 0 13 Mar 2019
Cascaded Projection: End-to-End Network Compression and Acceleration Breton L. Minnehan Andreas E. Savakis 54 26 0 12 Mar 2019
HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs Pravendra Singh Vinay Kumar Verma Piyush Rai Vinay P. Namboodiri 82 97 0 11 Mar 2019
Stabilizing the Lottery Ticket Hypothesis Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin 88 103 0 05 Mar 2019
Collaborative Spatio-temporal Feature Learning for Video Action Recognition Chong Li Qiaoyong Zhong Di Xie Shiliang Pu 83 82 0 04 Mar 2019
Speeding up convolutional networks pruning with coarse ranking Zehao Wang Chengcheng Li Dali Wang Xiangyang Wang Hairong Qi 23 0 0 18 Feb 2019
Single-shot Channel Pruning Based on Alternating Direction Method of Multipliers Chengcheng Li Zehao Wang Xiangyang Wang Hairong Qi 38 5 0 18 Feb 2019
Parameter Efficient Training of Deep Convolutional Neural Networks by Dynamic Sparse Reparameterization Hesham Mostafa Xin Wang 114 315 0 15 Feb 2019
Fast-SCNN: Fast Semantic Segmentation Network Rudra P. K. Poudel Stephan Liwicki R. Cipolla SSeg 57 515 0 12 Feb 2019
Effective Network Compression Using Simulation-Guided Iterative Pruning Dae-Woong Jeong Jaehun Kim Youngseok Kim Tae-Ho Kim Myungsu Chae 32 0 0 12 Feb 2019
Model Compression with Adversarial Robustness: A Unified Optimization Framework Shupeng Gui Haotao Wang Chen Yu Haichuan Yang Zhangyang Wang Ji Liu MQ 79 139 0 10 Feb 2019
Improved Knowledge Distillation via Teacher Assistant Seyed Iman Mirzadeh Mehrdad Farajtabar Ang Li Nir Levine Akihiro Matsukawa H. Ghasemzadeh 119 1,090 0 09 Feb 2019
FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary Yingzhen Yang Jiahui Yu Nebojsa Jojic Jun Huan Thomas S. Huang 55 17 0 08 Feb 2019