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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
A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification Babak Rokh A. Azarpeyvand Alireza Khanteymoori MQ 127 103 0 14 May 2022
Revisiting Random Channel Pruning for Neural Network Compression Yawei Li Kamil Adamczewski Wen Li Shuhang Gu Radu Timofte Luc Van Gool 110 86 0 11 May 2022
Arrhythmia Classifier using Binarized Convolutional Neural Network for Resource-Constrained Devices Ao Wang Wenxing Xu Hanshi Sun Ninghao Pu Zijing Liu Hao Liu 48 10 0 07 May 2022
Domino Saliency Metrics: Improving Existing Channel Saliency Metrics with Structural Information Kaveena Persand Andrew Anderson David Gregg 29 0 0 04 May 2022
Compact Neural Networks via Stacking Designed Basic Units Weichao Lan Y. Cheung Juyong Jiang 58 0 0 03 May 2022
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation Yihan Wang Zhekai Zhang Han Cai Wei-Ming Chen Song Han 3DH 123 75 0 03 May 2022
Triangular Dropout: Variable Network Width without Retraining Edward W. Staley Jared Markowitz 55 2 0 02 May 2022
Attentive Fine-Grained Structured Sparsity for Image Restoration Junghun Oh Heewon Kim Seungjun Nah Chee Hong Jonghyun Choi Kyoung Mu Lee 134 20 0 26 Apr 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 116 116 0 25 Apr 2022
IMDeception: Grouped Information Distilling Super-Resolution Network Mustafa Ayazoglu 88 5 0 25 Apr 2022
Boosting Pruned Networks with Linear Over-parameterization Yundi Qian Siyuan Pan Xiaoshuang Li Jie Zhang Liang Hou Xiaobing Tu 57 2 0 25 Apr 2022
Unseen Object Instance Segmentation with Fully Test-time RGB-D Embeddings Adaptation Lu Zhang Siqi Zhang Xu Yang Hong Qiao Zhiyong Liu 70 11 0 21 Apr 2022
Receding Neuron Importances for Structured Pruning Mihai Suteu Yike Guo 47 1 0 13 Apr 2022
VisCUIT: Visual Auditor for Bias in CNN Image Classifier Seongmin Lee Zijie J. Wang Judy Hoffman Duen Horng Chau 79 11 0 12 Apr 2022
Compact Model Training by Low-Rank Projection with Energy Transfer K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 77 2 0 12 Apr 2022
LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification Sharath Girish Kamal Gupta Saurabh Singh Abhinav Shrivastava 98 11 0 06 Apr 2022
Masking Adversarial Damage: Finding Adversarial Saliency for Robust and Sparse Network Byung-Kwan Lee Junho Kim Y. Ro AAML 59 20 0 06 Apr 2022
ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective Jinbin Huang Aditi Mishra Bum Chul Kwon Chris Bryan FAtt HAI 126 33 0 04 Apr 2022
Supervised Robustness-preserving Data-free Neural Network Pruning Mark Huasong Meng Guangdong Bai Sin Gee Teo Jin Song Dong AAML 96 4 0 02 Apr 2022
Structured Pruning Learns Compact and Accurate Models Mengzhou Xia Zexuan Zhong Danqi Chen VLM 117 189 0 01 Apr 2022
CHEX: CHannel EXploration for CNN Model Compression Zejiang Hou Minghai Qin Fei Sun Xiaolong Ma Kun Yuan Yi Xu Yen-kuang Chen Rong Jin Yuan Xie S. Kung 86 74 0 29 Mar 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 107 31 0 29 Mar 2022
A Fast Post-Training Pruning Framework for Transformers Woosuk Kwon Sehoon Kim Michael W. Mahoney Joseph Hassoun Kurt Keutzer A. Gholami 113 157 0 29 Mar 2022
On the Neural Tangent Kernel Analysis of Randomly Pruned Neural Networks Hongru Yang Zhangyang Wang MLT 106 8 0 27 Mar 2022
Searching for Network Width with Bilaterally Coupled Network Xiu Su Shan You Jiyang Xie Fei Wang Chao Qian Changshui Zhang Chang Xu 75 7 0 25 Mar 2022
Towards Device Efficient Conditional Image Generation Nisarg A. Shah Gaurav Bharaj 99 3 0 19 Mar 2022
Delta Distillation for Efficient Video Processing A. Habibian H. Yahia Davide Abati E. Gavves Fatih Porikli 36 12 0 17 Mar 2022
Complexity Reduction of Learned In-Loop Filtering in Video Coding Woody Bayliss L. Murn E. Izquierdo Qianni Zhang M. Mrak 36 0 0 16 Mar 2022
Unified Visual Transformer Compression Shixing Yu Tianlong Chen Jiayi Shen Huan Yuan Jianchao Tan Sen Yang Ji Liu Zhangyang Wang ViT 94 94 0 15 Mar 2022
AugShuffleNet: Communicate More, Compute Less Longqing Ye 44 8 0 13 Mar 2022
Improve Convolutional Neural Network Pruning by Maximizing Filter Variety Nathan Hubens M. Mancas B. Gosselin Marius Preda T. Zaharia 88 2 0 11 Mar 2022
Data-Efficient Structured Pruning via Submodular Optimization Marwa El Halabi Suraj Srinivas Simon Lacoste-Julien 85 18 0 09 Mar 2022
Update Compression for Deep Neural Networks on the Edge Bo Chen A. Bakhshi Gustavo E. A. P. A. Batista Brian Ng Tat-Jun Chin 55 18 0 09 Mar 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks Xin Yu Thiago Serra Srikumar Ramalingam Shandian Zhe 105 49 0 09 Mar 2022
Dual Lottery Ticket Hypothesis Yue Bai Haiquan Wang Zhiqiang Tao Kunpeng Li Yun Fu 83 40 0 08 Mar 2022
Dynamic ConvNets on Tiny Devices via Nested Sparsity Matteo Grimaldi Luca Mocerino A. Cipolletta A. Calimera 106 6 0 07 Mar 2022
Don't Be So Dense: Sparse-to-Sparse GAN Training Without Sacrificing Performance Shiwei Liu Yuesong Tian Tianlong Chen Li Shen 98 11 0 05 Mar 2022
Structured Pruning is All You Need for Pruning CNNs at Initialization Yaohui Cai Weizhe Hua Hongzheng Chen G. E. Suh Christopher De Sa Zhiru Zhang CVBM 96 15 0 04 Mar 2022
Provable and Efficient Continual Representation Learning Yingcong Li Mingchen Li M. Salman Asif Samet Oymak CLL 61 13 0 03 Mar 2022
Multi-Tailed Vision Transformer for Efficient Inference Yunke Wang Bo Du Wenyuan Wang Chang Xu ViT 347 6 0 03 Mar 2022
Distilled Neural Networks for Efficient Learning to Rank F. M. Nardini Cosimo Rulli Salvatore Trani Rossano Venturini FedML 55 16 0 22 Feb 2022
Sparsity Winning Twice: Better Robust Generalization from More Efficient Training Tianlong Chen Zhenyu Zhang Pengju Wang Santosh Balachandra Haoyu Ma Zehao Wang Zhangyang Wang OOD AAML 149 50 0 20 Feb 2022
Practical Network Acceleration with Tiny Sets G. Wang Jianxin Wu 97 11 0 16 Feb 2022
DualConv: Dual Convolutional Kernels for Lightweight Deep Neural Networks Jiachen Zhong Junying Chen Ajmal Mian 46 63 0 15 Feb 2022
Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest Filters Mingbao Lin Liujuan Cao Yuxin Zhang Ling Shao Chia-Wen Lin Rongrong Ji 80 53 0 15 Feb 2022
Finding Dynamics Preserving Adversarial Winning Tickets Xupeng Shi Pengfei Zheng Adam Ding Yuan Gao Weizhong Zhang AAML 73 1 0 14 Feb 2022
Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets Tianlong Chen Xuxi Chen Xiaolong Ma Yanzhi Wang Zhangyang Wang 82 34 0 09 Feb 2022
Impact of Parameter Sparsity on Stochastic Gradient MCMC Methods for Bayesian Deep Learning Meet P. Vadera Adam D. Cobb Brian Jalaian Benjamin M. Marlin BDL 46 2 0 08 Feb 2022
The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training Shiwei Liu Tianlong Chen Xiaohan Chen Li Shen Decebal Constantin Mocanu Zhangyang Wang Mykola Pechenizkiy 103 113 0 05 Feb 2022
Robust Binary Models by Pruning Randomly-initialized Networks Chen Liu Ziqi Zhao Sabine Süsstrunk Mathieu Salzmann TPM AAML MQ 87 4 0 03 Feb 2022