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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
MGX: Near-Zero Overhead Memory Protection for Data-Intensive Accelerators Weizhe Hua M. Umar Zhiru Zhang G. E. Suh GNN 100 21 0 20 Apr 2020
A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods Tianyun Zhang Xiaolong Ma Zheng Zhan Shangli Zhou Minghai Qin Fei Sun Yen-kuang Chen Caiwen Ding M. Fardad Yanzhi Wang 43 5 0 12 Apr 2020
GeneCAI: Genetic Evolution for Acquiring Compact AI Mojan Javaheripi Mohammad Samragh T. Javidi F. Koushanfar 74 9 0 08 Apr 2020
DSA: More Efficient Budgeted Pruning via Differentiable Sparsity Allocation Xuefei Ning Tianchen Zhao Wenshuo Li Peng Lei Yu Wang Huazhong Yang 90 104 0 05 Apr 2020
Binary Neural Networks: A Survey Haotong Qin Ruihao Gong Xianglong Liu Xiao Bai Jingkuan Song N. Sebe MQ 145 476 0 31 Mar 2020
Dataless Model Selection with the Deep Frame Potential Calvin Murdock Simon Lucey 84 6 0 30 Mar 2020
Squeezed Deep 6DoF Object Detection Using Knowledge Distillation H. Felix Walber M. Rodrigues David Macêdo Francisco Simões Adriano Oliveira Veronica Teichrieb Cleber Zanchettin 3DPC 78 9 0 30 Mar 2020
CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks Qihang Yu Yingwei Li Jieru Mei Yuyin Zhou Alan Yuille 3DPC 66 3 0 28 Mar 2020
DA-NAS: Data Adapted Pruning for Efficient Neural Architecture Search Xiyang Dai Dongdong Chen Mengchen Liu Yinpeng Chen Lu Yuan 66 21 0 27 Mar 2020
Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN Chenglong Wang M. Oda K. Mori MedIm 16 3 0 24 Mar 2020
Efficient Crowd Counting via Structured Knowledge Transfer Lingbo Liu Jiaqi Chen Hefeng Wu Tianshui Chen Guanbin Li Liang Lin 98 65 0 23 Mar 2020
BS-NAS: Broadening-and-Shrinking One-Shot NAS with Searchable Numbers of Channels Zan Shen Jiang Qian Bojin Zhuang Shaojun Wang Jing Xiao 84 5 0 22 Mar 2020
GAN Compression: Efficient Architectures for Interactive Conditional GANs Zhekai Zhang Ji Lin Yaoyao Ding Zhijian Liu Jun-Yan Zhu Song Han GAN 86 2 0 19 Mar 2020
Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression Yawei Li Shuhang Gu Christoph Mayer Luc Van Gool Radu Timofte 225 192 0 19 Mar 2020
MINT: Deep Network Compression via Mutual Information-based Neuron Trimming Madan Ravi Ganesh Jason J. Corso Salimeh Yasaei Sekeh MQ 104 16 0 18 Mar 2020
Collaborative Distillation for Ultra-Resolution Universal Style Transfer Huan Wang Yijun Li Yuehai Wang Haoji Hu Ming-Hsuan Yang 172 103 0 18 Mar 2020
Efficient Bitwidth Search for Practical Mixed Precision Neural Network Yuhang Li Wei Wang Haoli Bai Ruihao Gong Xin Dong F. Yu MQ 54 21 0 17 Mar 2020
SlimConv: Reducing Channel Redundancy in Convolutional Neural Networks by Weights Flipping Jiaxiong Qiu Cai Chen Shuaicheng Liu B. Zeng 116 41 0 16 Mar 2020
Channel Pruning Guided by Classification Loss and Feature Importance Jinyang Guo Wanli Ouyang Dong Xu 64 54 0 15 Mar 2020
CoCoPIE: Making Mobile AI Sweet As PIE --Compression-Compilation Co-Design Goes a Long Way Shaoshan Liu Bin Ren Xipeng Shen Yanzhi Wang 69 18 0 14 Mar 2020
Partial Weight Adaptation for Robust DNN Inference Xiufeng Xie Kyu-Han Kim 3DH 25 2 0 13 Mar 2020
SASL: Saliency-Adaptive Sparsity Learning for Neural Network Acceleration Jun Shi Jianfeng Xu K. Tasaka Zhibo Chen 78 25 0 12 Mar 2020
Highly Efficient Salient Object Detection with 100K Parameters Shanghua Gao Yong-qiang Tan Ming-Ming Cheng Chengze Lu Yunpeng Chen Shuicheng Yan 306 172 0 12 Mar 2020
Channel Pruning via Optimal Thresholding Yun Ye Ganmei You Jong-Kae Fwu Xia Zhu Q. Yang Yuan Zhu 47 12 0 10 Mar 2020
BiDet: An Efficient Binarized Object Detector Ziwei Wang Ziyi Wu Jiwen Lu Jie Zhou MQ 123 66 0 09 Mar 2020
ReActNet: Towards Precise Binary Neural Network with Generalized Activation Functions Zechun Liu Zhiqiang Shen Marios Savvides Kwang-Ting Cheng MQ 214 354 0 07 Mar 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 293 1,058 0 06 Mar 2020
Towards Practical Lottery Ticket Hypothesis for Adversarial Training Bai Li Shiqi Wang Yunhan Jia Yantao Lu Zhenyu Zhong Lawrence Carin Suman Jana AAML 142 14 0 06 Mar 2020
Cluster Pruning: An Efficient Filter Pruning Method for Edge AI Vision Applications Chinthaka Gamanayake Lahiru Jayasinghe Benny Kai Kiat Ng Chau Yuen VLM 91 47 0 05 Mar 2020
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection Mao Ye Chengyue Gong Lizhen Nie Denny Zhou Adam R. Klivans Qiang Liu 113 111 0 03 Mar 2020
Sparsity Meets Robustness: Channel Pruning for the Feynman-Kac Formalism Principled Robust Deep Neural Nets Thu Dinh Bao Wang Andrea L. Bertozzi Stanley J. Osher AAML 34 17 0 02 Mar 2020
Channel Equilibrium Networks for Learning Deep Representation Wenqi Shao Shitao Tang Xingang Pan Ping Tan Xiaogang Wang Ping Luo 72 17 0 29 Feb 2020
Training BatchNorm and Only BatchNorm: On the Expressive Power of Random Features in CNNs Jonathan Frankle D. Schwab Ari S. Morcos 117 143 0 29 Feb 2020
Learned Threshold Pruning K. Azarian Yash Bhalgat Jinwon Lee Tijmen Blankevoort MQ 86 38 0 28 Feb 2020
HOTCAKE: Higher Order Tucker Articulated Kernels for Deeper CNN Compression R. Lin Ching-Yun Ko Zhuolun He Cong Chen Yuan Cheng Hao Yu G. Chesi Ngai Wong 75 6 0 28 Feb 2020
RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference Oindrila Saha Aditya Kusupati H. Simhadri Manik Varma Prateek Jain 85 56 0 27 Feb 2020
HRank: Filter Pruning using High-Rank Feature Map Mingbao Lin Rongrong Ji Yan Wang Yichen Zhang Baochang Zhang Yonghong Tian Ling Shao 114 730 0 24 Feb 2020
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks Sai Aparna Aketi Sourjya Roy A. Raghunathan Kaushik Roy 63 22 0 23 Feb 2020
Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs Valentin Radu Kuba Kaszyk Yuan Wen Jack Turner José Cano Elliot J. Crowley Björn Franke Amos Storkey Michael F. P. O'Boyle CVBM 65 38 0 20 Feb 2020
Knapsack Pruning with Inner Distillation Y. Aflalo Asaf Noy Ming Lin Itamar Friedman Lihi Zelnik-Manor 3DPC 64 34 0 19 Feb 2020
Structured Sparsification with Joint Optimization of Group Convolution and Channel Shuffle Xinyu Zhang Kai Zhao Taihong Xiao Mingg-Ming Cheng Ming-Hsuan Yang 59 1 0 19 Feb 2020
RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition Zhaoyang Han Siyue Wang Wei Niu Chengming Zhang Sheng Lin ... Yifan Gong Bin Ren Xinyu Lin Yanzhi Wang Dingwen Tao 66 46 0 19 Feb 2020
Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization Meng Li Yilei Li P. Chuang Liangzhen Lai Vikas Chandra 25 3 0 13 Feb 2020
Network Pruning via Annealing and Direct Sparsity Control Yangzi Guo Yiyuan She Adrian Barbu 30 0 0 11 Feb 2020
Convolutional Neural Network Pruning Using Filter Attenuation Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi S. Shirani 3DPC 27 3 0 09 Feb 2020
Soft Threshold Weight Reparameterization for Learnable Sparsity Aditya Kusupati Vivek Ramanujan Raghav Somani Mitchell Wortsman Prateek Jain Sham Kakade Ali Farhadi 197 247 0 08 Feb 2020
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing Canwen Xu Wangchunshu Zhou Tao Ge Furu Wei Ming Zhou 348 201 0 07 Feb 2020
DropCluster: A structured dropout for convolutional networks Liyang Chen P. Gautier Sergul Aydore 54 11 0 07 Feb 2020
Selective Convolutional Network: An Efficient Object Detector with Ignoring Background H. Ling Yangyang Qin Li Zhang Yuxuan Shi P. Li 50 0 0 04 Feb 2020
Widening and Squeezing: Towards Accurate and Efficient QNNs Chuanjian Liu Kai Han Yunhe Wang Hanting Chen Qi Tian Chunjing Xu MQ 22 0 0 03 Feb 2020