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Pruning Filters for Efficient ConvNets

31 August 2016

Hao Li

Papers citing "Pruning Filters for Efficient ConvNets"

50 / 1,596 papers shown

Title
Cluster Pruning: An Efficient Filter Pruning Method for Edge AI Vision Applications Chinthaka Gamanayake Lahiru Jayasinghe Benny Kai Kiat Ng Chau Yuen VLM 91 47 0 05 Mar 2020
Comparing Rewinding and Fine-tuning in Neural Network Pruning Alex Renda Jonathan Frankle Michael Carbin 308 388 0 05 Mar 2020
Privacy-preserving Learning via Deep Net Pruning Yangsibo Huang Yushan Su S. S. Ravi Zhao Song Sanjeev Arora Keqin Li MLT 68 16 0 04 Mar 2020
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection Mao Ye Chengyue Gong Lizhen Nie Denny Zhou Adam R. Klivans Qiang Liu 113 111 0 03 Mar 2020
A Note on Latency Variability of Deep Neural Networks for Mobile Inference Luting Yang Bingqian Lu Shaolei Ren 21 6 0 29 Feb 2020
Learned Threshold Pruning K. Azarian Yash Bhalgat Jinwon Lee Tijmen Blankevoort MQ 79 38 0 28 Feb 2020
HOTCAKE: Higher Order Tucker Articulated Kernels for Deeper CNN Compression R. Lin Ching-Yun Ko Zhuolun He Cong Chen Yuan Cheng Hao Yu G. Chesi Ngai Wong 75 6 0 28 Feb 2020
Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers Zhuohan Li Eric Wallace Sheng Shen Kevin Lin Kurt Keutzer Dan Klein Joseph E. Gonzalez 138 151 0 26 Feb 2020
HYDRA: Pruning Adversarially Robust Neural Networks Vikash Sehwag Shiqi Wang Prateek Mittal Suman Jana AAML 69 25 0 24 Feb 2020
HRank: Filter Pruning using High-Rank Feature Map Mingbao Lin Rongrong Ji Yan Wang Yichen Zhang Baochang Zhang Yonghong Tian Ling Shao 111 729 0 24 Feb 2020
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks Sai Aparna Aketi Sourjya Roy A. Raghunathan Kaushik Roy 63 22 0 23 Feb 2020
HarDNN: Feature Map Vulnerability Evaluation in CNNs Abdulrahman Mahmoud S. Hari Christopher W. Fletcher Sarita Adve Charbel Sakr Naresh R Shanbhag Pavlo Molchanov Michael B. Sullivan Timothy Tsai S. Keckler 74 38 0 22 Feb 2020
Robust Pruning at Initialization Soufiane Hayou Jean-François Ton Arnaud Doucet Yee Whye Teh 43 47 0 19 Feb 2020
Knapsack Pruning with Inner Distillation Y. Aflalo Asaf Noy Ming Lin Itamar Friedman Lihi Zelnik-Manor 3DPC 64 34 0 19 Feb 2020
Structured Sparsification with Joint Optimization of Group Convolution and Channel Shuffle Xinyu Zhang Kai Zhao Taihong Xiao Mingg-Ming Cheng Ming-Hsuan Yang 59 1 0 19 Feb 2020
Identifying Critical Neurons in ANN Architectures using Mixed Integer Programming M. Elaraby Guy Wolf Margarida Carvalho 51 5 0 17 Feb 2020
DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving Wei Deng Junwei Pan Tian Zhou Deguang Kong Aaron Flores Guang Lin 34 4 0 17 Feb 2020
Boosted Locality Sensitive Hashing: Discriminative Binary Codes for Source Separation Sunwoo Kim Haici Yang Minje Kim 39 9 0 14 Feb 2020
PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN Accelerators Zhanhong Tan Jiebo Song Xiaolong Ma S. Tan Hongyang Chen ... Yifu Wu Shaokai Ye Yanzhi Wang Dehui Li Kaisheng Ma 75 24 0 11 Feb 2020
Network Pruning via Annealing and Direct Sparsity Control Yangzi Guo Yiyuan She Adrian Barbu 30 0 0 11 Feb 2020
Splitting Convolutional Neural Network Structures for Efficient Inference Emad Malekhosseini M. Hajabdollahi N. Karimi S. Samavi S. Shirani 28 6 0 09 Feb 2020
Convolutional Neural Network Pruning Using Filter Attenuation Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi S. Shirani 3DPC 27 3 0 09 Feb 2020
Soft Threshold Weight Reparameterization for Learnable Sparsity Aditya Kusupati Vivek Ramanujan Raghav Somani Mitchell Wortsman Prateek Jain Sham Kakade Ali Farhadi 186 247 0 08 Feb 2020
Quasi-Equivalence of Width and Depth of Neural Networks Fenglei Fan Rongjie Lai Ge Wang 72 11 0 06 Feb 2020
Feature-map-level Online Adversarial Knowledge Distillation Inseop Chung Seonguk Park Jangho Kim Nojun Kwak GAN 94 131 0 05 Feb 2020
Lightweight Convolutional Representations for On-Device Natural Language Processing Shrey Desai Geoffrey Goh Arun Babu Ahmed Aly AI4TS 46 8 0 04 Feb 2020
Proving the Lottery Ticket Hypothesis: Pruning is All You Need Eran Malach Gilad Yehudai Shai Shalev-Shwartz Ohad Shamir 130 276 0 03 Feb 2020
Widening and Squeezing: Towards Accurate and Efficient QNNs Chuanjian Liu Kai Han Yunhe Wang Hanting Chen Qi Tian Chunjing Xu MQ 15 0 0 03 Feb 2020
Automatic Pruning for Quantized Neural Networks Luis Guerra Bohan Zhuang Ian Reid Tom Drummond MQ 36 21 0 03 Feb 2020
An Equivalence between Bayesian Priors and Penalties in Variational Inference Pierre Wolinski Guillaume Charpiat Yann Ollivier BDL 51 1 0 01 Feb 2020
Post-Training Piecewise Linear Quantization for Deep Neural Networks Jun Fang Ali Shafiee Hamzah Abdel-Aziz D. Thorsley Georgios Georgiadis Joseph Hassoun MQ 106 148 0 31 Jan 2020
Localizing Interpretable Multi-scale informative Patches Derived from Media Classification Task Chuanguang Yang Zhulin An Xiaolong Hu Hui Zhu Yongjun Xu 19 0 0 31 Jan 2020
Search for Better Students to Learn Distilled Knowledge Jindong Gu Volker Tresp 52 19 0 30 Jan 2020
REST: Robust and Efficient Neural Networks for Sleep Monitoring in the Wild Rahul Duggal Scott Freitas Cao Xiao Duen Horng Chau Jimeng Sun 127 22 0 29 Jan 2020
Progressive Local Filter Pruning for Image Retrieval Acceleration Xiaodong Wang Zhedong Zheng Yang He Fei Yan Zhi-qiang Zeng Yi Yang 85 36 0 24 Jan 2020
SS-Auto: A Single-Shot, Automatic Structured Weight Pruning Framework of DNNs with Ultra-High Efficiency Zechao Li Yifan Gong Xiaolong Ma Sijia Liu Mengshu Sun Zheng Zhan Zhenglun Kong Geng Yuan Yanzhi Wang 53 17 0 23 Jan 2020
SPACE: Structured Compression and Sharing of Representational Space for Continual Learning Gobinda Saha Isha Garg Aayush Ankit Kaushik Roy CLL 51 22 0 23 Jan 2020
Channel Pruning via Automatic Structure Search Mingbao Lin Rongrong Ji Yuxin Zhang Baochang Zhang Yongjian Wu Yonghong Tian 130 247 0 23 Jan 2020
Filter Sketch for Network Pruning Mingbao Lin Liujuan Cao Shaojie Li QiXiang Ye Yonghong Tian Jianzhuang Liu Q. Tian Rongrong Ji CLIP 3DPC 171 82 0 23 Jan 2020
Pruning CNN's with linear filter ensembles Csanád Sándor Szabolcs Pável Lehel Csató 3DPC 50 3 0 22 Jan 2020
An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin ... Xiang Chen Jian Tang Kaisheng Ma Bin Ren Yanzhi Wang 103 27 0 20 Jan 2020
A "Network Pruning Network" Approach to Deep Model Compression Vinay Kumar Verma Pravendra Singh Vinay P. Namboodiri Piyush Rai 3DPC VLM 58 8 0 15 Jan 2020
Filter Grafting for Deep Neural Networks Fanxu Meng Hao Cheng Ke Li Zhixin Xu Rongrong Ji Xing Sun Guangming Lu 70 33 0 15 Jan 2020
Modeling of Pruning Techniques for Deep Neural Networks Simplification Morteza Mousa Pasandi M. Hajabdollahi N. Karimi S. Samavi 3DPC 80 20 0 13 Jan 2020
Pruning Convolutional Neural Networks with Self-Supervision Mathilde Caron Ari S. Morcos Piotr Bojanowski Julien Mairal Armand Joulin SSL 3DPC 59 12 0 10 Jan 2020
Backdoor Attacks against Transfer Learning with Pre-trained Deep Learning Models Shuo Wang Surya Nepal Carsten Rudolph M. Grobler Shangyu Chen Tianle Chen AAML 58 103 0 10 Jan 2020
Campfire: Compressible, Regularization-Free, Structured Sparse Training for Hardware Accelerators Noah Gamboa Kais Kudrolli Anand Dhoot A. Pedram 33 10 0 09 Jan 2020
Compression of descriptor models for mobile applications Roy Miles K. Mikolajczyk 3DV 42 3 0 09 Jan 2020
Sparse Weight Activation Training Md Aamir Raihan Tor M. Aamodt 142 73 0 07 Jan 2020
Discrimination-aware Network Pruning for Deep Model Compression Jing Liu Bohan Zhuang Zhuangwei Zhuang Yong Guo Junzhou Huang Jin-Hui Zhu Mingkui Tan CVBM 76 120 0 04 Jan 2020