Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,579 papers shown

Title
A Main/Subsidiary Network Framework for Simplifying Binary Neural Network Yinghao Xu Xin Dong Yudian Li Hao Su 30 27 0 11 Dec 2018
Channel selection using Gumbel Softmax Charles Herrmann Richard Strong Bowen Ramin Zabih 23 3 0 11 Dec 2018
Accelerating Convolutional Neural Networks via Activation Map Compression Georgios Georgiadis 23 72 0 10 Dec 2018
Reliable Identification of Redundant Kernels for Convolutional Neural Network Compression Wei Wang Liqiang Zhu CVBM 20 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 28 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 14 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 36 40 0 05 Dec 2018
Channel-wise pruning of neural networks with tapering resource constraint A. Kruglov 11 1 0 04 Dec 2018
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization Siyuan Qiao Zhe-nan Lin Jianming Zhang Alan Yuille 13 23 0 02 Dec 2018
Accelerate CNN via Recursive Bayesian Pruning Yuefu Zhou Ya Zhang Yanfeng Wang Qi Tian BDL 22 58 0 02 Dec 2018
Efficient Neural Network Compression Hyeji Kim Muhammad Umar Karim Khan C. Kyung 16 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 176 86 0 30 Nov 2018
On Implicit Filter Level Sparsity in Convolutional Neural Networks Dushyant Mehta K. Kim Christian Theobalt 27 27 0 29 Nov 2018
Leveraging Filter Correlations for Deep Model Compression Pravendra Singh Vinay Kumar Verma Piyush Rai Vinay P. Namboodiri 13 65 0 26 Nov 2018
Efficient Structured Pruning and Architecture Searching for Group Convolution Ruizhe Zhao Wayne Luk 45 16 0 23 Nov 2018
Structured Pruning for Efficient ConvNets via Incremental Regularization Huan Wang Qiming Zhang Yuehai Wang Haoji Hu 3DPC 40 45 0 20 Nov 2018
Multi-layer Pruning Framework for Compressing Single Shot MultiBox Detector Pravendra Singh Manikandan Ravikiran Neeraj Matiyali Vinay P. Namboodiri 30 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 15 26 0 20 Nov 2018
Self-Referenced Deep Learning Xu Lan Xiatian Zhu S. Gong 29 23 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 23 11 0 19 Nov 2018
RePr: Improved Training of Convolutional Filters Aaditya (Adi) Prakash J. Storer D. Florêncio Cha Zhang VLM CVBM 35 57 0 18 Nov 2018
Composite Binary Decomposition Networks You Qiaoben Zhilin Wang Jianguo Li Yinpeng Dong Yu-Gang Jiang Jun Zhu MQ 6 0 0 16 Nov 2018
Development of Real-time ADAS Object Detector for Deployment on CPU Alexander Kozlov D. Osokin ObjD 16 7 0 14 Nov 2018
YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers J. Pedoeem Rachel Huang ObjD 15 498 0 14 Nov 2018
FLOPs as a Direct Optimization Objective for Learning Sparse Neural Networks Gautam Bhattacharya Ashutosh Adhikari Md. Jahangir Alam 15 33 0 07 Nov 2018
Synaptic Strength For Convolutional Neural Network Robert Frank Martorano Zhao Zhong Wei Wu Junjie Yan CVBM 39 32 0 06 Nov 2018
You Only Search Once: Single Shot Neural Architecture Search via Direct Sparse Optimization Xinbang Zhang Zehao Huang Naiyan Wang 27 93 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 20 92 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 31 9 0 03 Nov 2018
Hybrid Pruning: Thinner Sparse Networks for Fast Inference on Edge Devices Xiaofang Xu M. Park C. Brick 20 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 27 1,040 0 01 Nov 2018
Balanced Sparsity for Efficient DNN Inference on GPU Zhuliang Yao Shijie Cao Wencong Xiao Chen Zhang Lanshun Nie 33 90 0 01 Nov 2018
JavaScript Convolutional Neural Networks for Keyword Spotting in the Browser: An Experimental Analysis Jaejun Lee Raphael Tang Jimmy J. Lin 14 2 0 30 Oct 2018
Demystifying Neural Network Filter Pruning Zhuwei Qin Fuxun Yu Adam Lesnikowski Xiang Chen 27 5 0 29 Oct 2018
Discrimination-aware Channel Pruning for Deep Neural Networks Zhuangwei Zhuang Mingkui Tan Bohan Zhuang Jing Liu Yong Guo Qingyao Wu Junzhou Huang Jin-Hui Zhu 25 595 0 28 Oct 2018
Distilling Critical Paths in Convolutional Neural Networks Fuxun Yu Zhuwei Qin Xiang Chen 31 22 0 28 Oct 2018
NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision Biyi Fang Xiao Zeng Mi Zhang 3DH 34 264 0 23 Oct 2018
To Compress, or Not to Compress: Characterizing Deep Learning Model Compression for Embedded Inference Qing Qin Jie Ren Jia-Le Yu Ling Gao Hai Wang Jie Zheng Yansong Feng Jianbin Fang Zheng Wang 16 21 0 21 Oct 2018
KTAN: Knowledge Transfer Adversarial Network Peiye Liu Wu Liu Huadong Ma Tao Mei Mingoo Seok GAN 36 28 0 18 Oct 2018
Pruning Deep Neural Networks using Partial Least Squares Artur Jordão Ricardo Kloss Fernando A. A. Yamada William Robson Schwartz 22 9 0 17 Oct 2018
Functionality-Oriented Convolutional Filter Pruning Zhuwei Qin Fuxun Yu Chenchen Liu Xiang Chen 24 4 0 12 Oct 2018
Efficient architecture for deep neural networks with heterogeneous sensitivity Hyunjoong Cho Jinhyeok Jang Chanhyeok Lee Seungjoon Yang 26 0 0 12 Oct 2018
Dynamic Channel Pruning: Feature Boosting and Suppression Xitong Gao Yiren Zhao L. Dudziak Robert D. Mullins Chengzhong Xu 42 311 0 12 Oct 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 10 1,452 0 11 Oct 2018
A Closer Look at Structured Pruning for Neural Network Compression Elliot J. Crowley Jack Turner Amos Storkey Michael F. P. O'Boyle 3DPC 29 31 0 10 Oct 2018
Penetrating the Fog: the Path to Efficient CNN Models Kun Wan Boyuan Feng Shu Yang Yufei Ding 25 0 0 09 Oct 2018
SNIP: Single-shot Network Pruning based on Connection Sensitivity Namhoon Lee Thalaiyasingam Ajanthan Philip Torr VLM 66 1,176 0 04 Oct 2018
Target Aware Network Adaptation for Efficient Representation Learning Yang Zhong Vladimir Li R. Okada A. Maki 21 6 0 02 Oct 2018
LIT: Block-wise Intermediate Representation Training for Model Compression Animesh Koratana Daniel Kang Peter Bailis Matei A. Zaharia 11 12 0 02 Oct 2018
Dynamic Sparse Graph for Efficient Deep Learning L. Liu Lei Deng Xing Hu Maohua Zhu Guoqi Li Yufei Ding Yuan Xie GNN 40 42 0 01 Oct 2018