Channel Pruning for Accelerating Very Deep Neural Networks

19 July 2017

Xiangyu Zhang

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

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Title
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning Shaohui Lin R. Ji Chenqian Yan Baochang Zhang Liujuan Cao QiXiang Ye Feiyue Huang David Doermann CVBM 11 503 0 22 Mar 2019
Rectified Decision Trees: Towards Interpretability, Compression and Empirical Soundness Jiawang Bai Yiming Li Jiawei Li Yong Jiang Shutao Xia 29 14 0 14 Mar 2019
All You Need is a Few Shifts: Designing Efficient Convolutional Neural Networks for Image Classification Weijie Chen Di Xie Yuan Zhang Shiliang Pu 24 80 0 13 Mar 2019
Cascaded Projection: End-to-End Network Compression and Acceleration Breton L. Minnehan Andreas E. Savakis 16 26 0 12 Mar 2019
Spiking-YOLO: Spiking Neural Network for Energy-Efficient Object Detection Seijoon Kim Seongsik Park Byunggook Na Sungroh Yoon ObjD 6 406 0 12 Mar 2019
HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs Pravendra Singh Vinay K. Verma Piyush Rai Vinay P. Namboodiri 15 93 0 11 Mar 2019
Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning Wenqi Shi Yunzhong Hou Sheng Zhou Z. Niu Yang Zhang Lu Geng 19 83 0 08 Mar 2019
Stabilizing the Lottery Ticket Hypothesis Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin 11 103 0 05 Mar 2019
Ternary Hybrid Neural-Tree Networks for Highly Constrained IoT Applications Dibakar Gope Ganesh S. Dasika Matthew Mattina 22 23 0 04 Mar 2019
Collaborative Spatio-temporal Feature Learning for Video Action Recognition C. Li Qiaoyong Zhong Di Xie Shiliang Pu 19 82 0 04 Mar 2019
Dynamic Multi-path Neural Network Yingcheng Su Shunfeng Zhou Yichao Wu Tian Su Ding Liang Xuebo Liu Dixin Zheng Yingxu Wang Junjie Yan Xiaolin Hu 11 1 0 28 Feb 2019
Efficient Video Classification Using Fewer Frames S. Bhardwaj Mukundhan Srinivasan Mitesh M. Khapra 40 88 0 27 Feb 2019
Multi-loss-aware Channel Pruning of Deep Networks Yiming Hu Siyang Sun Jianquan Li Jiagang Zhu Xingang Wang Qingyi Gu 9 8 0 27 Feb 2019
Speeding up convolutional networks pruning with coarse ranking Z. Wang Chengcheng Li Dali Wang Xiangyang Wang Hairong Qi 13 0 0 18 Feb 2019
Single-shot Channel Pruning Based on Alternating Direction Method of Multipliers Chengcheng Li Z. Wang Xiangyang Wang Hairong Qi 11 5 0 18 Feb 2019
Parameter Efficient Training of Deep Convolutional Neural Networks by Dynamic Sparse Reparameterization Hesham Mostafa Xin Wang 29 307 0 15 Feb 2019
Effective Network Compression Using Simulation-Guided Iterative Pruning Dae-Woong Jeong Jaehun Kim Youngseok Kim Tae-Ho Kim Myungsu Chae 14 0 0 12 Feb 2019
MICIK: MIning Cross-Layer Inherent Similarity Knowledge for Deep Model Compression Jie Zhang Xiaolong Wang Dawei Li Shalini Ghosh Abhishek Kolagunda Yalin Wang 14 0 0 03 Feb 2019
PruneTrain: Fast Neural Network Training by Dynamic Sparse Model Reconfiguration Sangkug Lym Esha Choukse Siavash Zangeneh W. Wen Sujay Sanghavi M. Erez CVBM 4 87 0 26 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 9 5 0 24 Jan 2019
CAE-ADMM: Implicit Bitrate Optimization via ADMM-based Pruning in Compressive Autoencoders Haimeng Zhao Peiyuan Liao 19 5 0 22 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 G. Constantinides 19 59 0 21 Jan 2019
URNet : User-Resizable Residual Networks with Conditional Gating Module Sang-ho Lee Simyung Chang Nojun Kwak 13 11 0 15 Jan 2019
How Compact?: Assessing Compactness of Representations through Layer-Wise Pruning Hyun-Joo Jung Jaedeok Kim Yoonsuck Choe 8 0 0 09 Jan 2019
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian X. Lin Yanzhi Wang MQ 29 162 0 31 Dec 2018
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning Deepak Mittal S. Bhardwaj Mitesh M. Khapra Balaraman Ravindran 3DPC 17 31 0 26 Dec 2018
Writer-Aware CNN for Parsimonious HMM-Based Offline Handwritten Chinese Text Recognition Zirui Wang Jun Du Jiaming Wang 11 55 0 24 Dec 2018
An Empirical Analysis of Deep Audio-Visual Models for Speech Recognition Devesh Walawalkar Yihui He R. Pillai 17 1 0 21 Dec 2018
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 22 547 0 21 Dec 2018
DAC: Data-free Automatic Acceleration of Convolutional Networks Xin Li Shuai Zhang Bolan Jiang Y. Qi Mooi Choo Choo Chuah N. Bi 19 7 0 20 Dec 2018
SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks M. Park Xiaofang Xu C. Brick MQ 25 8 0 20 Dec 2018
A Layer Decomposition-Recomposition Framework for Neuron Pruning towards Accurate Lightweight Networks Weijie Chen Yuan Zhang Di Xie Shiliang Pu 11 13 0 17 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 R. Ji 40 130 0 11 Dec 2018
A Main/Subsidiary Network Framework for Simplifying Binary Neural Network Yinghao Xu Xin Dong Yudian Li Hao Su 22 27 0 11 Dec 2018
Channel selection using Gumbel Softmax Charles Herrmann Richard Strong Bowen Ramin Zabih 23 3 0 11 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 20 42 0 06 Dec 2018
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model Haichuan Yang Yuhao Zhu Ji Liu 17 40 0 05 Dec 2018
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization Siyuan Qiao Zhe-nan Lin Jianming Zhang Alan Yuille 8 23 0 02 Dec 2018
Accelerate CNN via Recursive Bayesian Pruning Yuefu Zhou Ya-Qin Zhang Yanfeng Wang Qi Tian BDL 20 58 0 02 Dec 2018
Efficient Neural Network Compression Hyeji Kim Muhammad Umar Karim Khan C. Kyung 11 1 0 30 Nov 2018
Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation Jiaxin Gu Ce Li Baochang Zhang J. Han Xianbin Cao Jianzhuang Liu David Doermann 3DV 173 86 0 30 Nov 2018
Efficient Semantic Segmentation for Visual Bird's-eye View Interpretation Timo Sämann Karl Amende Stefan Milz Christian Witt Martin Simon Johannes Petzold VLM 18 12 0 29 Nov 2018
Leveraging Filter Correlations for Deep Model Compression Pravendra Singh Vinay K. Verma Piyush Rai Vinay P. Namboodiri 8 65 0 26 Nov 2018
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 27 152 0 22 Nov 2018
HAQ: Hardware-Aware Automated Quantization with Mixed Precision Kuan-Chieh Jackson Wang Zhijian Liu Yujun Lin Ji Lin Song Han MQ 41 872 0 21 Nov 2018
Graph-Adaptive Pruning for Efficient Inference of Convolutional Neural Networks Mengdi Wang Qing Zhang Jun Yang Xiaoyuan Cui Wei Lin GNN 21 2 0 21 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 14 21 0 20 Nov 2018
RePr: Improved Training of Convolutional Filters Aaditya (Adi) Prakash J. Storer D. Florêncio Cha Zhang VLM CVBM 16 57 0 18 Nov 2018
PydMobileNet: Improved Version of MobileNets with Pyramid Depthwise Separable Convolution Van-Thanh Hoang K. Jo 19 3 0 17 Nov 2018