Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Xiangyu Zhang

Papers citing "Channel Pruning for Accelerating Very Deep Neural Networks"

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Title
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 54 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 37 5 0 19 Apr 2021
Towards Efficient Convolutional Network Models with Filter Distribution Templates Ramon Izquierdo-Cordova Walterio W. Mayol-Cuevas 33 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 22 222 0 16 Apr 2021
TeLCoS: OnDevice Text Localization with Clustering of Script Rachit S Munjal Manoj Goyal Rutika Moharir Sukumar Moharana 28 4 0 16 Apr 2021
AsymmNet: Towards ultralight convolution neural networks using asymmetrical bottlenecks Haojin Yang Zhengdi Shen Yucheng Zhao 27 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 28 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 25 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 27 47 0 26 Mar 2021
Dynamic Slimmable Network Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 29 143 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 21 38 0 20 Mar 2021
Toward Compact Deep Neural Networks via Energy-Aware Pruning Seul-Ki Yeom Kyung-Hwan Shim Jee-Hyun Hwang CVBM 32 12 0 19 Mar 2021
Cascade Weight Shedding in Deep Neural Networks: Benefits and Pitfalls for Network Pruning K. Azarian Fatih Porikli CVBM 26 0 0 19 Mar 2021
Quantitative Performance Assessment of CNN Units via Topological Entropy Calculation Yang Zhao Hao Zhang 29 7 0 17 Mar 2021
QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection Chenhongyi Yang Zehao Huang Naiyan Wang ObjD 35 225 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 22 7 0 14 Mar 2021
Efficient Sparse Artificial Neural Networks Seyed Majid Naji Azra Abtahi F. Marvasti 39 3 0 13 Mar 2021
Manifold Regularized Dynamic Network Pruning Yehui Tang Yunhe Wang Yixing Xu Yiping Deng Chao Xu Dacheng Tao Chang Xu 38 91 0 10 Mar 2021
Reframing Neural Networks: Deep Structure in Overcomplete Representations Calvin Murdock George Cazenavette Simon Lucey BDL 41 4 0 10 Mar 2021
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 33 199 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 30 5 0 06 Mar 2021
Pufferfish: Communication-efficient Models At No Extra Cost Hongyi Wang Saurabh Agarwal Dimitris Papailiopoulos 19 56 0 05 Mar 2021
Anycost GANs for Interactive Image Synthesis and Editing Ji Lin Richard Y. Zhang F. Ganz Song Han Jun-Yan Zhu 44 83 0 04 Mar 2021
Differentiable Neural Architecture Learning for Efficient Neural Network Design Qingbei Guo Xiaojun Wu J. Kittler Zhiquan Feng 14 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 16 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 41 31 0 19 Feb 2021
Scaling Up Exact Neural Network Compression by ReLU Stability Thiago Serra Xin Yu Abhinav Kumar Srikumar Ramalingam 22 24 0 15 Feb 2021
ChipNet: Budget-Aware Pruning with Heaviside Continuous Approximations Rishabh Tiwari Udbhav Bamba Arnav Chavan D. K. Gupta 22 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 30 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 14 15 0 09 Feb 2021
RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNs Zhiwei Xu Thalaiyasingam Ajanthan Vibhav Vineet Richard I. Hartley 31 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 22 58 0 08 Feb 2021
Doubly Residual Neural Decoder: Towards Low-Complexity High-Performance Channel Decoding Siyu Liao Chunhua Deng Miao Yin Bo Yuan AI4TS 16 7 0 08 Feb 2021
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning Sixing Yu Arya Mazaheri Ali Jannesari 27 36 0 05 Feb 2021
A Deeper Look into Convolutions via Eigenvalue-based Pruning Ilke Çugu Emre Akbas FAtt 18 1 0 04 Feb 2021
AACP: Model Compression by Accurate and Automatic Channel Pruning Lanbo Lin Yujiu Yang Zhenhua Guo MQ 27 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 30 17 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 25 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 30 5 0 27 Jan 2021
Anytime 3D Object Reconstruction using Multi-modal Variational Autoencoder Hyeonwoo Yu Jean Oh DRL 42 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 150 678 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 19 53 0 20 Jan 2021
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 31 9 0 17 Jan 2021
ACP: Automatic Channel Pruning via Clustering and Swarm Intelligence Optimization for CNN Jingfei Chang Yang Lu Ping Xue Yiqun Xu Zhen Wei 39 38 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 15 7 0 13 Jan 2021
Convolutional Neural Network Simplification with Progressive Retraining D. Osaku J. Gomes A. X. Falcão 16 3 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 21 37 0 12 Jan 2021
RepVGG: Making VGG-style ConvNets Great Again Xiaohan Ding Xinming Zhang Ningning Ma Jungong Han Guiguang Ding Jian Sun 136 1,552 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 19 3 0 07 Jan 2021
FcaNet: Frequency Channel Attention Networks Zequn Qin Pengyi Zhang Fei Wu Xi Li 31 684 0 22 Dec 2020