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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

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Title
Radial and Directional Posteriors for Bayesian Neural Networks Changyong Oh Kamil Adamczewski Mijung Park BDL 115 20 0 07 Feb 2019
On Correlation of Features Extracted by Deep Neural Networks B. Ayinde T. Inanc J. Zurada 60 25 0 30 Jan 2019
PruneTrain: Fast Neural Network Training by Dynamic Sparse Model Reconfiguration Sangkug Lym Esha Choukse Siavash Zangeneh W. Wen Sujay Sanghavi M. Erez CVBM 81 88 0 26 Jan 2019
Ablation Studies in Artificial Neural Networks Richard Meyes Melanie Lu Constantin Waubert de Puiseau Tobias Meisen 69 216 0 24 Jan 2019
Real-time Scene Segmentation Using a Light Deep Neural Network Architecture for Autonomous Robot Navigation on Construction Sites Khashayar Asadi Pengyu Chen Kevin K. Han Tianfu Wu Edgar J. Lobaton SSeg 40 16 0 24 Jan 2019
Really should we pruning after model be totally trained? Pruning based on a small amount of training Li Yue Zhao Weibin Shang-Te Lin VLM 29 5 0 24 Jan 2019
Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning Shaohui Lin Rongrong Ji Yuchao Li Cheng Deng Xuelong Li 107 69 0 23 Jan 2019
Deep Neural Network Approximation for Custom Hardware: Where We've Been, Where We're Going Erwei Wang James J. Davis Ruizhe Zhao Ho-Cheung Ng Xinyu Niu Wayne Luk P. Cheung George A. Constantinides 88 59 0 21 Jan 2019
How Compact?: Assessing Compactness of Representations through Layer-Wise Pruning Hyun-Joo Jung Jaedeok Kim Yoonsuck Choe 30 1 0 09 Jan 2019
Low-Cost Transfer Learning of Face Tasks T. John Isha Dua V. Balasubramanian C. V. Jawahar CLIP CVBM VLM 42 0 0 09 Jan 2019
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning Deepak Mittal S. Bhardwaj Mitesh M. Khapra Balaraman Ravindran 3DPC 88 32 0 26 Dec 2018
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 95 559 0 21 Dec 2018
SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks M. Park Xiaofang Xu C. Brick MQ 59 8 0 20 Dec 2018
Adam Induces Implicit Weight Sparsity in Rectifier Neural Networks A. Yaguchi Taiji Suzuki Wataru Asano Shuhei Nitta Y. Sakata A. Tanizawa 34 18 0 19 Dec 2018
A Layer Decomposition-Recomposition Framework for Neuron Pruning towards Accurate Lightweight Networks Weijie Chen Yuan Zhang Di Xie Shiliang Pu 37 13 0 17 Dec 2018
A Low Effort Approach to Structured CNN Design Using PCA Isha Garg Priyadarshini Panda Kaushik Roy 68 62 0 15 Dec 2018
Exploiting Kernel Sparsity and Entropy for Interpretable CNN Compression Yuchao Li Shaohui Lin Baochang Zhang Jianzhuang Liu David Doermann Yongjian Wu Feiyue Huang Rongrong Ji 82 130 0 11 Dec 2018
A Main/Subsidiary Network Framework for Simplifying Binary Neural Network Yinghao Xu Xin Dong Yudian Li Hao Su 63 27 0 11 Dec 2018
Channel selection using Gumbel Softmax Charles Herrmann Richard Strong Bowen Ramin Zabih 56 3 0 11 Dec 2018
Accelerating Convolutional Neural Networks via Activation Map Compression Georgios Georgiadis 86 76 0 10 Dec 2018
Reliable Identification of Redundant Kernels for Convolutional Neural Network Compression Wei Wang Liqiang Zhu CVBM 61 13 0 10 Dec 2018
Trained Rank Pruning for Efficient Deep Neural Networks Yuhui Xu Yuxi Li Shuai Zhang W. Wen Botao Wang Y. Qi Yiran Chen Weiyao Lin H. Xiong AAML 99 42 0 06 Dec 2018
An Embarrassingly Simple Approach for Knowledge Distillation Mengya Gao Yujun Shen Quanquan Li Junjie Yan Liang Wan Dahua Lin Chen Change Loy Xiaoou Tang 42 4 0 05 Dec 2018
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model Haichuan Yang Yuhao Zhu Ji Liu 109 40 0 05 Dec 2018
Channel-wise pruning of neural networks with tapering resource constraint A. Kruglov 23 1 0 04 Dec 2018
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization Siyuan Qiao Zhe Lin Jianming Zhang Alan Yuille 63 23 0 02 Dec 2018
Accelerate CNN via Recursive Bayesian Pruning Yuefu Zhou Ya Zhang Yanfeng Wang Qi Tian BDL 70 58 0 02 Dec 2018
Efficient Neural Network Compression Hyeji Kim Muhammad Umar Karim Khan C. Kyung 34 1 0 30 Nov 2018
Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation Jiaxin Gu Ce Li Baochang Zhang Jiawei Han Xianbin Cao Jianzhuang Liu David Doermann 3DV 243 87 0 30 Nov 2018
On Implicit Filter Level Sparsity in Convolutional Neural Networks Dushyant Mehta K. Kim Christian Theobalt 84 28 0 29 Nov 2018
Leveraging Filter Correlations for Deep Model Compression Pravendra Singh Vinay Kumar Verma Piyush Rai Vinay P. Namboodiri 93 65 0 26 Nov 2018
Efficient Structured Pruning and Architecture Searching for Group Convolution Ruizhe Zhao Wayne Luk 101 16 0 23 Nov 2018
Structured Pruning for Efficient ConvNets via Incremental Regularization Huan Wang Qiming Zhang Yuehai Wang Haoji Hu 3DPC 105 45 0 20 Nov 2018
Multi-layer Pruning Framework for Compressing Single Shot MultiBox Detector Pravendra Singh Manikandan Ravikiran Neeraj Matiyali Vinay P. Namboodiri 69 21 0 20 Nov 2018
Stability Based Filter Pruning for Accelerating Deep CNNs Pravendra Singh Vinay Sameer Raja Kadi N. Verma Vinay P. Namboodiri CVBM 74 26 0 20 Nov 2018
Self-Referenced Deep Learning Xu Lan Xiatian Zhu S. Gong 128 24 0 19 Nov 2018
Three Dimensional Convolutional Neural Network Pruning with Regularization-Based Method Yu-xin Zhang Huan Wang Yang Luo Lu Yu Roland Hu Hangguan Shan Tony Q. S. Quek 3DPC 53 11 0 19 Nov 2018
RePr: Improved Training of Convolutional Filters Aaditya (Adi) Prakash J. Storer D. Florêncio Cha Zhang VLM CVBM 93 57 0 18 Nov 2018
Composite Binary Decomposition Networks You Qiaoben Ziyi Wang Jianguo Li Yinpeng Dong Yu-Gang Jiang Jun Zhu MQ 16 0 0 16 Nov 2018
Development of Real-time ADAS Object Detector for Deployment on CPU Alexander Kozlov D. Osokin ObjD 40 7 0 14 Nov 2018
YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers J. Pedoeem Rachel Huang ObjD 72 506 0 14 Nov 2018
FLOPs as a Direct Optimization Objective for Learning Sparse Neural Networks Gautam Bhattacharya Ashutosh Adhikari Md. Jahangir Alam 74 33 0 07 Nov 2018
Synaptic Strength For Convolutional Neural Network Robert Frank Martorano Zhao Zhong Wei Wu Junjie Yan CVBM 70 32 0 06 Nov 2018
You Only Search Once: Single Shot Neural Architecture Search via Direct Sparse Optimization Xinbang Zhang Zehao Huang Naiyan Wang 79 94 0 05 Nov 2018
Bi-Real Net: Binarizing Deep Network Towards Real-Network Performance Zechun Liu Wenhan Luo Baoyuan Wu Xin Yang Wen Liu K. Cheng MQ 69 95 0 04 Nov 2018
ReXCam: Resource-Efficient, Cross-Camera Video Analytics at Scale Samvit Jain Xun Zhang Yuhao Zhou Ganesh Ananthanarayanan Junchen Jiang Yuanchao Shu Joseph E. Gonzalez HAI 99 9 0 03 Nov 2018
Hybrid Pruning: Thinner Sparse Networks for Fast Inference on Edge Devices Xiaofang Xu M. Park C. Brick 62 26 0 01 Nov 2018
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration Yang He Ping Liu Ziwei Wang Zhilan Hu Yi Yang AAML 3DPC 98 1,050 0 01 Nov 2018
Balanced Sparsity for Efficient DNN Inference on GPU Zhuliang Yao Shijie Cao Wencong Xiao Chen Zhang Lanshun Nie 74 93 0 01 Nov 2018
JavaScript Convolutional Neural Networks for Keyword Spotting in the Browser: An Experimental Analysis Jaejun Lee Raphael Tang Jimmy J. Lin 21 2 0 30 Oct 2018