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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
Model Preserving Compression for Neural Networks Jerry Chee Megan Flynn Anil Damle Chris De Sa 35 10 0 30 Jul 2021
Tiny Machine Learning for Concept Drift Simone Disabato M. Roveri 76 28 0 30 Jul 2021
Manipulating Identical Filter Redundancy for Efficient Pruning on Deep and Complicated CNN Xiaohan Ding Tianxiang Hao Jungong Han Yuchen Guo Guiguang Ding 74 14 0 30 Jul 2021
Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework Miao Yin Yang Sui Siyu Liao Bo Yuan 60 81 0 26 Jul 2021
Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition Lucas Liebenwein Alaa Maalouf O. Gal Dan Feldman Daniela Rus 75 47 0 23 Jul 2021
Pruning Ternary Quantization Danyang Liu Xiangshan Chen Jie Fu Chen Ma Xue Liu MQ 72 0 0 23 Jul 2021
Boosting the Convergence of Reinforcement Learning-based Auto-pruning Using Historical Data Jiandong Mu Mengdi Wang Feiwen Zhu Jun Yang Weiran Lin Wei Zhang OnRL 44 2 0 16 Jul 2021
DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference Chaojian Li Wuyang Chen Yuchen Gu Tianlong Chen Yonggan Fu Zhangyang Wang Yingyan Lin 112 0 0 16 Jul 2021
Only Train Once: A One-Shot Neural Network Training And Pruning Framework Tianyi Chen Bo Ji Tianyu Ding Biyi Fang Guanyi Wang Zhihui Zhu Luming Liang Yixin Shi Sheng Yi Xiao Tu 127 105 0 15 Jul 2021
Training Compact CNNs for Image Classification using Dynamic-coded Filter Fusion Mingbao Lin Bohong Chen Yong Li Rongrong Ji VLM 75 24 0 14 Jul 2021
LANA: Latency Aware Network Acceleration Pavlo Molchanov Jimmy Hall Hongxu Yin Jan Kautz Nicolò Fusi Arash Vahdat 139 10 0 12 Jul 2021
Structured Directional Pruning via Perturbation Orthogonal Projection YinchuanLi XiaofengLiu YunfengShao QingWang YanhuiGeng 48 2 0 12 Jul 2021
Blending Pruning Criteria for Convolutional Neural Networks Wei He Zhongzhan Huang Mingfu Liang Senwei Liang Haizhao Yang CVBM 65 15 0 11 Jul 2021
WeClick: Weakly-Supervised Video Semantic Segmentation with Click Annotations Peidong Liu Zibin He Xiyu Yan Yong Jiang Shutao Xia Feng Zheng Maowei Hu 67 11 0 07 Jul 2021
One-Cycle Pruning: Pruning ConvNets Under a Tight Training Budget Nathan Hubens M. Mancas B. Gosselin Marius Preda T. Zaharia 80 8 0 05 Jul 2021
Content-Aware Convolutional Neural Networks Yong Guo Yaofo Chen Mingkui Tan Kui Jia Jian Chen Jingdong Wang 82 9 0 30 Jun 2021
Mitigating severe over-parameterization in deep convolutional neural networks through forced feature abstraction and compression with an entropy-based heuristic Nidhi Gowdra R. Sinha Stephen G. MacDonell W. Yan 25 9 0 27 Jun 2021
IA-RED $^2$ : Interpretability-Aware Redundancy Reduction for Vision Transformers Bowen Pan Yikang Shen Yi Ding Zhangyang Wang Rogerio Feris A. Oliva VLM ViT 145 165 0 23 Jun 2021
Cogradient Descent for Dependable Learning Runqi Wang Baochang Zhang Lian Zhuo QiXiang Ye David Doermann 30 0 0 20 Jun 2021
CompConv: A Compact Convolution Module for Efficient Feature Learning Chen Zhang Yinghao Xu Yujun Shen VLM SSL 51 10 0 19 Jun 2021
Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI Geng Yuan Zhiheng Liao Xiaolong Ma Yuxuan Cai Zhenglun Kong ... Hongwu Peng Ning Liu Ao Ren Jinhui Wang Yanzhi Wang AAML 106 33 0 16 Jun 2021
Efficient Micro-Structured Weight Unification and Pruning for Neural Network Compression Sheng Lin Wei Jiang Wei Wang Kaidi Xu Yanzhi Wang Shan Liu Songnan Li 43 1 0 15 Jun 2021
BoolNet: Minimizing The Energy Consumption of Binary Neural Networks Nianhui Guo Joseph Bethge Haojin Yang Kai Zhong Xuefei Ning Christoph Meinel Yu Wang MQ 63 11 0 13 Jun 2021
Sparse PointPillars: Maintaining and Exploiting Input Sparsity to Improve Runtime on Embedded Systems Kyle Vedder Eric Eaton 3DPC 50 13 0 12 Jun 2021
Dynamic Clone Transformer for Efficient Convolutional Neural Netwoks Longqing Ye ViT 36 0 0 12 Jun 2021
DECORE: Deep Compression with Reinforcement Learning Manoj Alwani Yang Wang Vashisht Madhavan AI4CE 73 44 0 11 Jun 2021
Zero Time Waste: Recycling Predictions in Early Exit Neural Networks Maciej Wołczyk Bartosz Wójcik Klaudia Bałazy Igor T. Podolak Jacek Tabor Marek Śmieja Tomasz Trzciñski AI4CE 76 51 0 09 Jun 2021
Chasing Sparsity in Vision Transformers: An End-to-End Exploration Tianlong Chen Yu Cheng Zhe Gan Lu Yuan Lei Zhang Zhangyang Wang ViT 70 224 0 08 Jun 2021
Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks Melih Barsbey Romain Chor Murat A. Erdogdu Gaël Richard Umut Simsekli 73 41 0 07 Jun 2021
Feature Flow Regularization: Improving Structured Sparsity in Deep Neural Networks Yue Wu Yuan Lan Luchan Zhang Yang Xiang 51 6 0 05 Jun 2021
Patch Slimming for Efficient Vision Transformers Yehui Tang Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chao Xu Dacheng Tao ViT 107 168 0 05 Jun 2021
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification Yongming Rao Wenliang Zhao Benlin Liu Jiwen Lu Jie Zhou Cho-Jui Hsieh ViT 143 711 0 03 Jun 2021
Single Image Depth Prediction with Wavelet Decomposition Michael Ramamonjisoa Michael Firman Jamie Watson Vincent Lepetit Daniyar Turmukhambetov MDE 110 55 0 03 Jun 2021
GANs Can Play Lottery Tickets Too Xuxi Chen Zhenyu Zhang Yongduo Sui Tianlong Chen GAN 82 58 0 31 May 2021
Continual 3D Convolutional Neural Networks for Real-time Processing of Videos Lukas Hedegaard Alexandros Iosifidis 3DPC 87 15 0 31 May 2021
Accelerating Neural ODEs Using Model Order Reduction M. Lehtimäki L. Paunonen M. Linne 73 19 0 28 May 2021
Dynamic Probabilistic Pruning: A general framework for hardware-constrained pruning at different granularities L. Gonzalez-Carabarin Iris A. M. Huijben Bastian Veeling A. Schmid Ruud J. G. van Sloun 59 11 0 26 May 2021
CBANet: Towards Complexity and Bitrate Adaptive Deep Image Compression using a Single Network Jinyang Guo Dong Xu Guo Lu 48 9 0 26 May 2021
Towards Compact CNNs via Collaborative Compression Yuchao Li Shaohui Lin Jianzhuang Liu QiXiang Ye Mengdi Wang Yong Li Fan Yang Jincheng Ma Qi Tian Rongrong Ji 3DV 68 88 0 24 May 2021
AirNet: Neural Network Transmission over the Air Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 117 1 0 24 May 2021
BCNet: Searching for Network Width with Bilaterally Coupled Network Xiu Su Shan You Fei Wang Chao Qian Changshui Zhang Chang Xu 131 35 0 21 May 2021
Compressing Deep CNNs using Basis Representation and Spectral Fine-tuning M. Tayyab Fahad A Khan Abhijit Mahalanobis 3DPC 27 1 0 21 May 2021
Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices Mustafa Ayazoglu 56 59 0 21 May 2021
Efficient and Robust LiDAR-Based End-to-End Navigation Zhijian Liu Alexander Amini Sibo Zhu S. Karaman Song Han Daniela Rus 251 48 0 20 May 2021
Model Pruning Based on Quantified Similarity of Feature Maps Zidu Wang Xue-jun Liu Long Huang Yuxiang Chen Yufei Zhang Zhikang Lin Rui Wang 48 18 0 13 May 2021
Compatibility-aware Heterogeneous Visual Search Rahul Duggal Hao Zhou Shuo Yang Yuanjun Xiong Wei Xia Zhuowen Tu Stefano Soatto 92 24 0 13 May 2021
Dynamical Isometry: The Missing Ingredient for Neural Network Pruning Huan Wang Can Qin Yue Bai Y. Fu 53 5 0 12 May 2021
Accelerating Large Scale Real-Time GNN Inference using Channel Pruning Hongkuan Zhou Ajitesh Srivastava Hanqing Zeng Rajgopal Kannan Viktor Prasanna GNN 61 68 0 10 May 2021
AppealNet: An Efficient and Highly-Accurate Edge/Cloud Collaborative Architecture for DNN Inference Min Li Yu Li Ye Tian Li Jiang Qiang Xu 92 36 0 10 May 2021
EZCrop: Energy-Zoned Channels for Robust Output Pruning R. Lin Jie Ran Dongpeng Wang King Hung Chiu Ngai Wong 47 6 0 08 May 2021