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
Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs Yiren Zhao Xitong Gao Xuan Guo Junyi Liu Erwei Wang Robert D. Mullins P. Cheung George A. Constantinides Chengzhong Xu MQ 46 31 0 21 Oct 2019
Building Efficient CNNs Using Depthwise Convolutional Eigen-Filters (DeCEF) Yinan Yu Samuel Scheidegger T. McKelvey 28 2 0 21 Oct 2019
Directed-Weighting Group Lasso for Eltwise Blocked CNN Pruning Ke Zhan Shi-qiang Jiang Yunru Bai Yuezun Li Xu Liu Zhuoran Xu 31 0 0 21 Oct 2019
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System Ze Yang Linjun Shou Ming Gong Wutao Lin Daxin Jiang 67 94 0 18 Oct 2019
SPEC2: SPECtral SParsE CNN Accelerator on FPGAs Yue Niu Hanqing Zeng Ajitesh Srivastava Kartik Lakhotia Rajgopal Kannan Yanzhi Wang Viktor Prasanna MQ 44 8 0 16 Oct 2019
A Generalized and Robust Method Towards Practical Gaze Estimation on Smart Phone Tianchu Guo Yongchao Liu Hui Zhang Xiabing Liu Youngjun Kwak ByungIn Yoo Jae-Joon Han Changkyu Choi 65 38 0 16 Oct 2019
Reduced-Order Modeling of Deep Neural Networks Julia Gusak Talgat Daulbaev E. Ponomarev A. Cichocki Ivan Oseledets BDL AI4CE 51 8 0 15 Oct 2019
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based Approach Haichuan Yang Shupeng Gui Yuhao Zhu Ji Liu MQ 71 5 0 14 Oct 2019
Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent Dilin Wang Meng Li Lemeng Wu Vikas Chandra Qiang Liu 111 21 0 07 Oct 2019
Privacy Preserving Stochastic Channel-Based Federated Learning with Neural Network Pruning Rulin Shao Hui Liu Dianbo Liu 43 9 0 04 Oct 2019
Learning Efficient Convolutional Networks through Irregular Convolutional Kernels Weiyu Guo Jiabin Ma Liang Wang Yongzhen Huang 21 5 0 29 Sep 2019
Training convolutional neural networks with cheap convolutions and online distillation Jiao Xie Shaohui Lin Yichen Zhang Linkai Luo 63 12 0 28 Sep 2019
Global Sparse Momentum SGD for Pruning Very Deep Neural Networks Xiaohan Ding Guiguang Ding Xiangxin Zhou Yuchen Guo Jungong Han Ji Liu 97 165 0 27 Sep 2019
Pruning from Scratch Yulong Wang Xiaolu Zhang Lingxi Xie Jun Zhou Hang Su Bo Zhang Xiaolin Hu 77 196 0 27 Sep 2019
Reducing Transformer Depth on Demand with Structured Dropout Angela Fan Edouard Grave Armand Joulin 160 597 0 25 Sep 2019
Balancing Specialization, Generalization, and Compression for Detection and Tracking Dotan Kaufman Koby Bibas Eran Borenstein Michael Chertok Tal Hassner MQ 17 8 0 25 Sep 2019
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 220 333 0 24 Sep 2019
Structured Binary Neural Networks for Image Recognition Bohan Zhuang Chunhua Shen Mingkui Tan Peng Chen Lingqiao Liu Ian Reid MQ 135 19 0 22 Sep 2019
Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks Zhonghui You Kun Yan Jinmian Ye Meng Ma Ping Wang 3DPC 93 252 0 18 Sep 2019
Towards Efficient and Secure Delivery of Data for Deep Learning with Privacy-Preserving Juncheng Shen Juzheng Liu Yiran Chen H. Li FedML 18 6 0 17 Sep 2019
Complexity-Scalable Neural Network Based MIMO Detection With Learnable Weight Scaling A. Mohammad C. Masouros Y. Andreopoulos 60 28 0 12 Sep 2019
New Perspective of Interpretability of Deep Neural Networks Masanari Kimura Masayuki Tanaka AAML FAtt FaML AI4CE 35 6 0 12 Sep 2019
VACL: Variance-Aware Cross-Layer Regularization for Pruning Deep Residual Networks Shuang Gao Xin Liu Lung-Sheng Chien William Zhang J. Álvarez VLM 3DPC 63 15 0 10 Sep 2019
Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum Yosuke Shinya E. Simo-Serra Taiji Suzuki 48 12 0 09 Sep 2019
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices Xiaolong Ma Fu-Ming Guo Wei Niu Xue Lin Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang CVBM 95 180 0 06 Sep 2019
PSDNet and DPDNet: Efficient channel expansion, Depthwise-Pointwise-Depthwise Inverted Bottleneck Block Guoqing Li Meng Zhang Qianru Zhang Ziyang Chen Wenzhao Liu Jiaojie Li Xuzhao Shen Jian Li Zhenyu Zhu Chau Yuen 73 5 0 03 Sep 2019
DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures Huanrui Yang W. Wen H. Li 94 99 0 27 Aug 2019
Patient Knowledge Distillation for BERT Model Compression S. Sun Yu Cheng Zhe Gan Jingjing Liu 151 843 0 25 Aug 2019
Learning Filter Basis for Convolutional Neural Network Compression Yawei Li Shuhang Gu Luc Van Gool Radu Timofte SupR 72 99 0 23 Aug 2019
Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks Yanzhao Wu Ling Liu Juhyun Bae Ka-Ho Chow Arun Iyengar C. Pu Wenqi Wei Lei Yu Qi Zhang 58 70 0 18 Aug 2019
HBONet: Harmonious Bottleneck on Two Orthogonal Dimensions Duo Li Aojun Zhou Anbang Yao 52 39 0 11 Aug 2019
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Orest Kupyn T. Martyniuk Junru Wu Zhangyang Wang 3DV 109 891 0 10 Aug 2019
Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations Bohan Zhuang Jing Liu Mingkui Tan Lingqiao Liu Ian Reid Chunhua Shen MQ 99 46 0 10 Aug 2019
Recent Advances in Deep Learning for Object Detection Xiongwei Wu Doyen Sahoo Guosheng Lin VLM ObjD 131 824 0 10 Aug 2019
Group Pruning using a Bounded-Lp norm for Group Gating and Regularization Chaithanya Kumar Mummadi Tim Genewein Dan Zhang Thomas Brox Volker Fischer 53 3 0 09 Aug 2019
Efficient Inference of CNNs via Channel Pruning Boyu Zhang A. Davoodi Y. Hu CVBM 23 6 0 08 Aug 2019
Exploiting Channel Similarity for Accelerating Deep Convolutional Neural Networks Yunxiang Zhang Chenglong Zhao Bingbing Ni Jian Zhang Haoran Deng 50 2 0 06 Aug 2019
Distributed Deep Convolutional Neural Networks for the Internet-of-Things Simone Disabato M. Roveri Cesare Alippi 64 50 0 02 Aug 2019
Accelerating CNN Training by Pruning Activation Gradients Xucheng Ye Pengcheng Dai Junyu Luo Xin Guo Weisheng Zhao Jianlei Yang Yiran Chen 23 2 0 01 Aug 2019
MoBiNet: A Mobile Binary Network for Image Classification Hai T. Phan Dang T. Huynh Yihui He Marios Savvides Zhiqiang Shen MQ 85 49 0 29 Jul 2019
Dense Feature Aggregation and Pruning for RGBT Tracking Yabin Zhu Chenglong Li Bin Luo Jin Tang Tianlin Li 79 183 0 24 Jul 2019
BPPSA: Scaling Back-propagation by Parallel Scan Algorithm Shang Wang Yifan Bai Gennady Pekhimenko 60 7 0 23 Jul 2019
Compact Global Descriptor for Neural Networks Xiangyu He Ke Cheng Qiang Chen Qinghao Hu Peisong Wang Jian Cheng 68 8 0 23 Jul 2019
EnSyth: A Pruning Approach to Synthesis of Deep Learning Ensembles Besher Alhalabi M. Gaber S. Basurra 26 3 0 22 Jul 2019
Batch-Shaping for Learning Conditional Channel Gated Networks B. Bejnordi Tijmen Blankevoort Max Welling AI4CE 89 77 0 15 Jul 2019
Bringing Giant Neural Networks Down to Earth with Unlabeled Data Yehui Tang Shan You Chang Xu Boxin Shi Chao Xu 85 11 0 13 Jul 2019
Dual Dynamic Inference: Enabling More Efficient, Adaptive and Controllable Deep Inference Yue Wang Jianghao Shen Ting-Kuei Hu Pengfei Xu T. Nguyen Richard Baraniuk Zhangyang Wang Yingyan Lin 91 77 0 10 Jul 2019
Data-Independent Neural Pruning via Coresets Ben Mussay Margarita Osadchy Vladimir Braverman Samson Zhou Dan Feldman 104 60 0 09 Jul 2019
EPNAS: Efficient Progressive Neural Architecture Search Yanqi Zhou Peng Wang Sercan O. Arik Haonan Yu Syed Zawad Feng Yan G. Diamos 47 5 0 07 Jul 2019
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates Ning Liu Xiaolong Ma Zhiyuan Xu Yanzhi Wang Jian Tang Jieping Ye 98 188 0 06 Jul 2019