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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
Network Pruning That Matters: A Case Study on Retraining Variants Duong H. Le Binh-Son Hua 89 41 0 07 May 2021
Structured Ensembles: an Approach to Reduce the Memory Footprint of Ensemble Methods Jary Pomponi Simone Scardapane A. Uncini UQCV 58 8 0 06 May 2021
Encoding Weights of Irregular Sparsity for Fixed-to-Fixed Model Compression Baeseong Park S. Kwon Daehwan Oh Byeongwook Kim Dongsoo Lee 61 4 0 05 May 2021
Effective Sparsification of Neural Networks with Global Sparsity Constraint Xiao Zhou Weizhong Zhang Hang Xu Tong Zhang 157 64 0 03 May 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 130 58 0 29 Apr 2021
Carrying out CNN Channel Pruning in a White Box Yuxin Zhang Mingbao Lin Chia-Wen Lin Jie Chen Feiyue Huang Yongjian Wu Yonghong Tian Rongrong Ji VLM 113 61 0 24 Apr 2021
Skip-Convolutions for Efficient Video Processing A. Habibian Davide Abati Taco S. Cohen B. Bejnordi 113 50 0 23 Apr 2021
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 84 30 0 21 Apr 2021
Coarse-to-Fine Searching for Efficient Generative Adversarial Networks Jiahao Wang Han Shu Weihao Xia Yujiu Yang Yunhe Wang GAN 75 5 0 19 Apr 2021
Towards Efficient Convolutional Network Models with Filter Distribution Templates Ramon Izquierdo-Cordova Walterio W. Mayol-Cuevas 36 2 0 17 Apr 2021
Accelerating Sparse Deep Neural Networks Asit K. Mishra J. Latorre Jeff Pool Darko Stosic Dusan Stosic Ganesh Venkatesh Chong Yu Paulius Micikevicius 164 237 0 16 Apr 2021
TeLCoS: OnDevice Text Localization with Clustering of Script Rachit S Munjal Manoj Goyal Rutika Moharir Sukumar Moharana 30 4 0 16 Apr 2021
AsymmNet: Towards ultralight convolution neural networks using asymmetrical bottlenecks Haojin Yang Zhengdi Shen Yucheng Zhao 70 10 0 15 Apr 2021
Towards Efficient Graph Convolutional Networks for Point Cloud Handling Yawei Li He Chen Zhaopeng Cui Radu Timofte Marc Pollefeys Gregory Chirikjian Luc Van Gool 3DPC GNN 86 25 0 12 Apr 2021
CondenseNet V2: Sparse Feature Reactivation for Deep Networks Le Yang Haojun Jiang Ruojin Cai Yulin Wang Shiji Song Gao Huang Qi Tian DD 97 64 0 09 Apr 2021
Distilling a Powerful Student Model via Online Knowledge Distillation Shaojie Li Mingbao Lin Yan Wang Yongjian Wu Yonghong Tian Ling Shao Rongrong Ji FedML 117 49 0 26 Mar 2021
Dynamic Slimmable Network Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 91 145 0 24 Mar 2021
Compacting Deep Neural Networks for Internet of Things: Methods and Applications Ke Zhang Hanbo Ying Hongning Dai Lin Li Yuangyuang Peng Keyi Guo Hongfang Yu 84 39 0 20 Mar 2021
Toward Compact Deep Neural Networks via Energy-Aware Pruning Seul-Ki Yeom Kyung-Hwan Shim Jee-Hyun Hwang CVBM 63 13 0 19 Mar 2021
Cascade Weight Shedding in Deep Neural Networks: Benefits and Pitfalls for Network Pruning K. Azarian Fatih Porikli CVBM 48 0 0 19 Mar 2021
Quantitative Performance Assessment of CNN Units via Topological Entropy Calculation Yang Zhao Hao Zhang 77 7 0 17 Mar 2021
QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection Chenhongyi Yang Zehao Huang Naiyan Wang ObjD 119 237 0 16 Mar 2021
BreakingBED -- Breaking Binary and Efficient Deep Neural Networks by Adversarial Attacks M. Vemparala Alexander Frickenstein Nael Fasfous Lukas Frickenstein Qi Zhao ... Daniel Ehrhardt Yuankai Wu C. Unger N. S. Nagaraja W. Stechele AAML 33 7 0 14 Mar 2021
Efficient Sparse Artificial Neural Networks Seyed Majid Naji Azra Abtahi F. Marvasti 54 3 0 13 Mar 2021
Manifold Regularized Dynamic Network Pruning Yehui Tang Yunhe Wang Yixing Xu Yiping Deng Chao Xu Dacheng Tao Chang Xu 81 93 0 10 Mar 2021
Reframing Neural Networks: Deep Structure in Overcomplete Representations Calvin Murdock George Cazenavette Simon Lucey BDL 69 5 0 10 Mar 2021
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 131 215 0 08 Mar 2021
A Real-time Low-cost Artificial Intelligence System for Autonomous Spraying in Palm Plantations Zhenwang Qin Wensheng Wang K. Dammer Leifeng Guo Zhen Cao 65 5 0 06 Mar 2021
Pufferfish: Communication-efficient Models At No Extra Cost Hongyi Wang Saurabh Agarwal Dimitris Papailiopoulos 85 59 0 05 Mar 2021
Anycost GANs for Interactive Image Synthesis and Editing Ji Lin Richard Y. Zhang F. Ganz Song Han Jun-Yan Zhu 140 86 0 04 Mar 2021
Differentiable Neural Architecture Learning for Efficient Neural Network Design Qingbei Guo Xiaojun Wu J. Kittler Zhiquan Feng 21 2 0 03 Mar 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 57 38 0 20 Feb 2021
Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not? Ning Liu Geng Yuan Zhengping Che Xuan Shen Xiaolong Ma Qing Jin Jian Ren Jian Tang Sijia Liu Yanzhi Wang 92 32 0 19 Feb 2021
Scaling Up Exact Neural Network Compression by ReLU Stability Thiago Serra Xin Yu Abhinav Kumar Srikumar Ramalingam 68 24 0 15 Feb 2021
ChipNet: Budget-Aware Pruning with Heaviside Continuous Approximations Rishabh Tiwari Udbhav Bamba Arnav Chavan D. K. Gupta 69 31 0 14 Feb 2021
Locally Free Weight Sharing for Network Width Search Xiu Su Shan You Tao Huang Fei Wang Chao Qian Changshui Zhang Chang Xu 60 40 0 10 Feb 2021
Attention-Based Neural Networks for Chroma Intra Prediction in Video Coding Marc Górriz Blanch Saverio G. Blasi Alan F. Smeaton Noel E. O'Connor M. Mrak 40 15 0 09 Feb 2021
RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNs Zhiwei Xu Thalaiyasingam Ajanthan Vibhav Vineet Leonid Sigal 105 3 0 09 Feb 2021
LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Jinzhu Li Sheng Zhao Enhong Chen Tie-Yan Liu 64 62 0 08 Feb 2021
Doubly Residual Neural Decoder: Towards Low-Complexity High-Performance Channel Decoding Siyu Liao Chunhua Deng Miao Yin Bo Yuan AI4TS 53 7 0 08 Feb 2021
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning Sixing Yu Arya Mazaheri Ali Jannesari 92 40 0 05 Feb 2021
A Deeper Look into Convolutions via Eigenvalue-based Pruning Ilke Çugu Emre Akbas FAtt 38 1 0 04 Feb 2021
AACP: Model Compression by Accurate and Automatic Channel Pruning Lanbo Lin Yujiu Yang Zhenhua Guo MQ 64 12 0 31 Jan 2021
Deep Model Compression based on the Training History S. H. Shabbeer Basha M. Farazuddin Viswanath Pulabaigari S. Dubey Snehasis Mukherjee VLM 66 18 0 30 Jan 2021
AdaSpring: Context-adaptive and Runtime-evolutionary Deep Model Compression for Mobile Applications Sicong Liu Bin Guo Ke Ma Zhiwen Yu Junzhao Du 53 9 0 28 Jan 2021
Variational Nested Dropout Yufei Cui Yushun Mao Ziquan Liu Qiao Li Antoni B. Chan Xue Liu Tei-Wei Kuo Chun Jason Xue BDL 54 5 0 27 Jan 2021
Anytime 3D Object Reconstruction using Multi-modal Variational Autoencoder Hyeonwoo Yu Jean Oh DRL 79 5 0 25 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 252 710 0 24 Jan 2021
Network Pruning using Adaptive Exemplar Filters Mingbao Lin Rongrong Ji Shaojie Li Yan Wang Yongjian Wu Feiyue Huang QiXiang Ye VLM 70 55 0 20 Jan 2021
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 55 9 0 17 Jan 2021