v1v2 (latest)

Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Yihui He

Xiangyu Zhang

Jian Sun

ArXiv (abs)PDF HTML

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

50 / 1,097 papers shown

Title
Adaptive Pixel-wise Structured Sparse Network for Efficient CNNs Chen Tang Wenyu Sun Zhuqing Yuan Yongpan Liu 30 0 0 21 Oct 2020
SCOP: Scientific Control for Reliable Neural Network Pruning Yehui Tang Yunhe Wang Yixing Xu Dacheng Tao Chunjing Xu Chao Xu Chang Xu AAML 121 166 0 21 Oct 2020
Softer Pruning, Incremental Regularization Linhang Cai Zhulin An Chuanguang Yang Yongjun Xu 50 17 0 19 Oct 2020
Adaptive Dense-to-Sparse Paradigm for Pruning Online Recommendation System with Non-Stationary Data Mao Ye Dhruv Choudhary Jiecao Yu Ellie Wen Zeliang Chen Jiyan Yang Jongsoo Park Qiang Liu A. Kejariwal 76 9 0 16 Oct 2020
Towards Optimal Filter Pruning with Balanced Performance and Pruning Speed Dong Li Sitong Chen Xudong Liu Yunda Sun Li Zhang VLM 28 4 0 14 Oct 2020
A Very Compact Embedded CNN Processor Design Based on Logarithmic Computing Tsung-Ying Lu Hsu-Hsun Chin Hsin-I Wu R. Tsay MQ 47 1 0 13 Oct 2020
Coarse and fine-grained automatic cropping deep convolutional neural network Jingfei Chang 29 0 0 13 Oct 2020
Comprehensive Online Network Pruning via Learnable Scaling Factors Muhammad Umair Haider M. Taj 80 7 0 06 Oct 2020
A Survey on Deep Neural Network Compression: Challenges, Overview, and Solutions Rahul Mishra Hari Prabhat Gupta Tanima Dutta 66 92 0 05 Oct 2020
UCP: Uniform Channel Pruning for Deep Convolutional Neural Networks Compression and Acceleration Jingfei Chang Yang Lu Ping Xue Xing Wei Zhen Wei 31 2 0 03 Oct 2020
Pruning Filter in Filter Fanxu Meng Hao Cheng Ke Li Huixiang Luo Xiao-Wei Guo Guangming Lu Xing Sun VLM 85 109 0 30 Sep 2020
Self-grouping Convolutional Neural Networks Qingbei Guo Xiaojun Wu J. Kittler Zhiquan Feng 62 22 0 29 Sep 2020
Grow-Push-Prune: aligning deep discriminants for effective structural network compression Qing Tian Tal Arbel James J. Clark 24 8 0 29 Sep 2020
A Survey on Deep Learning Methods for Semantic Image Segmentation in Real-Time G. Takos SSeg 3DV VLM 95 19 0 27 Sep 2020
Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot Jingtong Su Yihang Chen Tianle Cai Tianhao Wu Ruiqi Gao Liwei Wang Jason D. Lee 73 86 0 22 Sep 2020
Searching for Low-Bit Weights in Quantized Neural Networks Zhaohui Yang Yunhe Wang Kai Han Chunjing Xu Chao Xu Dacheng Tao Chang Xu MQ 103 88 0 18 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 82 63 0 17 Sep 2020
Holistic Filter Pruning for Efficient Deep Neural Networks Lukas Enderich Fabian Timm Wolfram Burgard 67 7 0 17 Sep 2020
QuantNet: Learning to Quantize by Learning within Fully Differentiable Framework Junjie Liu Dongchao Wen Deyu Wang Wei Tao Tse-Wei Chen Kinya Osa Masami Kato MQ 48 3 0 10 Sep 2020
CNNPruner: Pruning Convolutional Neural Networks with Visual Analytics Guan Li Junpeng Wang Han-Wei Shen Kaixin Chen Guihua Shan Zhonghua Lu AAML 54 47 0 08 Sep 2020
ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution Ze Wang Xiuyuan Cheng Guillermo Sapiro Qiang Qiu 28 9 0 04 Sep 2020
Transform Quantization for CNN (Convolutional Neural Network) Compression Sean I. Young Wang Zhe David S. Taubman B. Girod MQ 119 72 0 02 Sep 2020
Efficient and Sparse Neural Networks by Pruning Weights in a Multiobjective Learning Approach Malena Reiners K. Klamroth Michael Stiglmayr 56 18 0 31 Aug 2020
An Integrated Approach to Produce Robust Models with High Efficiency Zhijian Li Bao Wang Jack Xin MQ AAML 35 3 0 31 Aug 2020
SparseRT: Accelerating Unstructured Sparsity on GPUs for Deep Learning Inference Ziheng Wang 86 68 0 26 Aug 2020
GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework Haotao Wang Shupeng Gui Haichuan Yang Ji Liu Zhangyang Wang 110 82 0 25 Aug 2020
HALO: Learning to Prune Neural Networks with Shrinkage Skyler Seto M. Wells Wenyu Zhang 67 0 0 24 Aug 2020
Matching Guided Distillation Kaiyu Yue Jiangfan Deng Feng Zhou 53 50 0 23 Aug 2020
Data-Independent Structured Pruning of Neural Networks via Coresets Ben Mussay Dan Feldman Samson Zhou Vladimir Braverman Margarita Osadchy 80 26 0 19 Aug 2020
Cascaded channel pruning using hierarchical self-distillation Roy Miles K. Mikolajczyk 65 7 0 16 Aug 2020
AntiDote: Attention-based Dynamic Optimization for Neural Network Runtime Efficiency Fuxun Yu Chenchen Liu Di Wang Yanzhi Wang Xiang Chen 31 7 0 14 Aug 2020
Towards Modality Transferable Visual Information Representation with Optimal Model Compression Rongqun Lin Linwei Zhu Shiqi Wang Sam Kwong 63 2 0 13 Aug 2020
Hardware-Centric AutoML for Mixed-Precision Quantization Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 62 15 0 11 Aug 2020
RARTS: An Efficient First-Order Relaxed Architecture Search Method Fanghui Xue Y. Qi Jack Xin 31 3 0 10 Aug 2020
Structured Convolutions for Efficient Neural Network Design Yash Bhalgat Yizhe Zhang J. Lin Fatih Porikli 86 8 0 06 Aug 2020
TinyTL: Reduce Activations, Not Trainable Parameters for Efficient On-Device Learning Han Cai Chuang Gan Ligeng Zhu Song Han 85 53 0 22 Jul 2020
Differentiable Joint Pruning and Quantization for Hardware Efficiency Ying Wang Yadong Lu Tijmen Blankevoort MQ 95 72 0 20 Jul 2020
MCUNet: Tiny Deep Learning on IoT Devices Ji Lin Wei-Ming Chen Chengyue Wu J. Cohn Chuang Gan Song Han 168 497 0 20 Jul 2020
Learning Sparse Filters in Deep Convolutional Neural Networks with a l1/l2 Pseudo-Norm Anthony Berthelier Yongzhe Yan Thierry Chateau C. Blanc S. Duffner Christophe Garcia 56 8 0 20 Jul 2020
HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs H. Habi Roy H. Jennings Arnon Netzer MQ 72 66 0 20 Jul 2020
RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices Wei Niu Mengshu Sun Zechao Li Jou-An Chen Jiexiong Guan Xipeng Shen Yanzhi Wang Sijia Liu Xue Lin Bin Ren MQ 64 12 0 20 Jul 2020
MTP: Multi-Task Pruning for Efficient Semantic Segmentation Networks Xinghao Chen Yiman Zhang Yunhe Wang VLM 33 15 0 16 Jul 2020
Channel-Level Variable Quantization Network for Deep Image Compression Zhisheng Zhong Hiroaki Akutsu Kiyoharu Aizawa 35 20 0 15 Jul 2020
AQD: Towards Accurate Fully-Quantized Object Detection Peng Chen Jing Liu Bohan Zhuang Mingkui Tan Chunhua Shen MQ 95 9 0 14 Jul 2020
T-Basis: a Compact Representation for Neural Networks Anton Obukhov M. Rakhuba Stamatios Georgoulis Menelaos Kanakis Dengxin Dai Luc Van Gool 114 27 0 13 Jul 2020
Term Revealing: Furthering Quantization at Run Time on Quantized DNNs H. T. Kung Bradley McDanel Shanghang Zhang MQ 33 9 0 13 Jul 2020
Optical Flow Distillation: Towards Efficient and Stable Video Style Transfer Xinghao Chen Yiman Zhang Yunhe Wang Han Shu Chunjing Xu Chang Xu VGen 80 54 0 10 Jul 2020
Dynamic Group Convolution for Accelerating Convolutional Neural Networks Z. Su Linpu Fang Wenxiong Kang D. Hu M. Pietikäinen Li Liu 81 45 0 08 Jul 2020
Operation-Aware Soft Channel Pruning using Differentiable Masks Minsoo Kang Bohyung Han AAML 71 141 0 08 Jul 2020
ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting Xiaohan Ding Tianxiang Hao Jianchao Tan Ji Liu Jungong Han Yuchen Guo Guiguang Ding 91 166 0 07 Jul 2020