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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
CNNPruner: Pruning Convolutional Neural Networks with Visual Analytics Guan Li Junpeng Wang Han-Wei Shen Kaixin Chen Guihua Shan Zhonghua Lu AAML 54 47 0 08 Sep 2020
FlipOut: Uncovering Redundant Weights via Sign Flipping A. Apostol M. Stol Patrick Forré UQCV 23 1 0 05 Sep 2020
ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution Ze Wang Xiuyuan Cheng Guillermo Sapiro Qiang Qiu 26 9 0 04 Sep 2020
S3NAS: Fast NPU-aware Neural Architecture Search Methodology Jaeseong Lee Duseok Kang S. Ha 83 10 0 04 Sep 2020
It's Hard for Neural Networks To Learn the Game of Life Jacob Mitchell Springer Garrett Kenyon 85 21 0 03 Sep 2020
Transform Quantization for CNN (Convolutional Neural Network) Compression Sean I. Young Wang Zhe David S. Taubman B. Girod MQ 119 72 0 02 Sep 2020
Efficient and Sparse Neural Networks by Pruning Weights in a Multiobjective Learning Approach Malena Reiners K. Klamroth Michael Stiglmayr 56 18 0 31 Aug 2020
HALO: Learning to Prune Neural Networks with Shrinkage Skyler Seto M. Wells Wenyu Zhang 54 0 0 24 Aug 2020
One Weight Bitwidth to Rule Them All Ting-Wu Chin P. Chuang Vikas Chandra Diana Marculescu MQ 67 25 0 22 Aug 2020
Training Sparse Neural Networks using Compressed Sensing Jonathan W. Siegel Jianhong Chen Pengchuan Zhang Jinchao Xu 82 5 0 21 Aug 2020
Utilizing Explainable AI for Quantization and Pruning of Deep Neural Networks Muhammad Sabih Frank Hannig J. Teich MQ 113 25 0 20 Aug 2020
Data-Independent Structured Pruning of Neural Networks via Coresets Ben Mussay Dan Feldman Samson Zhou Vladimir Braverman Margarita Osadchy 80 26 0 19 Aug 2020
Cascaded channel pruning using hierarchical self-distillation Roy Miles K. Mikolajczyk 65 7 0 16 Aug 2020
AntiDote: Attention-based Dynamic Optimization for Neural Network Runtime Efficiency Fuxun Yu Chenchen Liu Di Wang Yanzhi Wang Xiang Chen 31 7 0 14 Aug 2020
FATNN: Fast and Accurate Ternary Neural Networks Peng Chen Bohan Zhuang Chunhua Shen MQ 50 15 0 12 Aug 2020
RARTS: An Efficient First-Order Relaxed Architecture Search Method Fanghui Xue Y. Qi Jack Xin 29 3 0 10 Aug 2020
Structured Convolutions for Efficient Neural Network Design Yash Bhalgat Yizhe Zhang J. Lin Fatih Porikli 77 8 0 06 Aug 2020
Differentiable Feature Aggregation Search for Knowledge Distillation Yushuo Guan Pengyu Zhao Bingxuan Wang Yuanxing Zhang Cong Yao Kaigui Bian Jian Tang FedML 76 44 0 02 Aug 2020
Ultra-light deep MIR by trimming lottery tickets P. Esling Théis Bazin Adrien Bitton Tristan Carsault Ninon Devis 27 2 0 31 Jul 2020
Diet deep generative audio models with structured lottery P. Esling Ninon Devis Adrien Bitton Antoine Caillon Axel Chemla-Romeu-Santos Constance Douwes 105 6 0 31 Jul 2020
AR-Net: Adaptive Frame Resolution for Efficient Action Recognition Yue Meng Chung-Ching Lin Yikang Shen P. Sattigeri Leonid Karlinsky A. Oliva Kate Saenko Rogerio Feris 92 146 0 31 Jul 2020
Growing Efficient Deep Networks by Structured Continuous Sparsification Xin Yuan Pedro H. P. Savarese Michael Maire 3DPC 57 45 0 30 Jul 2020
Hierarchical Action Classification with Network Pruning Mahdi Davoodikakhki KangKang Yin 78 20 0 30 Jul 2020
Fully Dynamic Inference with Deep Neural Networks Wenhan Xia Hongxu Yin Xiaoliang Dai N. Jha 3DH BDL 91 40 0 29 Jul 2020
Real-time CNN-based Segmentation Architecture for Ball Detection in a Single View Setup Gabriel Van Zandycke Christophe De Vleeschouwer 23 13 0 23 Jul 2020
Joslim: Joint Widths and Weights Optimization for Slimmable Neural Networks Ting-Wu Chin Ari S. Morcos Diana Marculescu 95 10 0 23 Jul 2020
Differentiable Joint Pruning and Quantization for Hardware Efficiency Ying Wang Yadong Lu Tijmen Blankevoort MQ 95 72 0 20 Jul 2020
ThriftyNets : Convolutional Neural Networks with Tiny Parameter Budget Guillaume Coiffier G. B. Hacene Vincent Gripon 58 2 0 20 Jul 2020
Learning Sparse Filters in Deep Convolutional Neural Networks with a l1/l2 Pseudo-Norm Anthony Berthelier Yongzhe Yan Thierry Chateau C. Blanc S. Duffner Christophe Garcia 56 8 0 20 Jul 2020
OccamNet: A Fast Neural Model for Symbolic Regression at Scale Owen Dugan Rumen Dangovski Allan dos Santos Costa Samuel Kim Pawan Goyal J. Jacobson M. Soljavcić 95 11 0 16 Jul 2020
T-Basis: a Compact Representation for Neural Networks Anton Obukhov M. Rakhuba Stamatios Georgoulis Menelaos Kanakis Dengxin Dai Luc Van Gool 112 27 0 13 Jul 2020
Dynamic Group Convolution for Accelerating Convolutional Neural Networks Z. Su Linpu Fang Wenxiong Kang D. Hu M. Pietikäinen Li Liu 81 45 0 08 Jul 2020
Operation-Aware Soft Channel Pruning using Differentiable Masks Minsoo Kang Bohyung Han AAML 69 141 0 08 Jul 2020
ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting Xiaohan Ding Tianxiang Hao Jianchao Tan Ji Liu Jungong Han Yuchen Guo Guiguang Ding 91 166 0 07 Jul 2020
Enabling On-Device CNN Training by Self-Supervised Instance Filtering and Error Map Pruning Yawen Wu Zhepeng Wang Yiyu Shi Jiaxi Hu 74 46 0 07 Jul 2020
EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning Bailin Li Bowen Wu Jiang Su Guangrun Wang Liang Lin 106 175 0 06 Jul 2020
Weight-dependent Gates for Network Pruning Yun Li Zechun Liu Weiqun Wu Haotian Yao Xinming Zhang Fangqiu Yi B. Yin 85 14 0 04 Jul 2020
DessiLBI: Exploring Structural Sparsity of Deep Networks via Differential Inclusion Paths Yanwei Fu Chen Liu Donghao Li Xinwei Sun Jinshan Zeng Yuan Yao 36 9 0 04 Jul 2020
Self-Supervised GAN Compression Chong Yu Jeff Pool 83 9 0 03 Jul 2020
Learning to Prune in Training via Dynamic Channel Propagation S. Shen Rongpeng Li Zhifeng Zhao Honggang Zhang Yugeng Zhou 28 4 0 03 Jul 2020
Channel Compression: Rethinking Information Redundancy among Channels in CNN Architecture Jinhua Liang Tao Zhang Guoqing Feng 48 18 0 02 Jul 2020
Go Wide, Then Narrow: Efficient Training of Deep Thin Networks Denny Zhou Mao Ye Chen Chen Tianjian Meng Mingxing Tan Xiaodan Song Quoc V. Le Qiang Liu Dale Schuurmans 63 20 0 01 Jul 2020
Single Shot Structured Pruning Before Training Joost R. van Amersfoort Milad Alizadeh Sebastian Farquhar Nicholas D. Lane Y. Gal 70 22 0 01 Jul 2020
Statistical Mechanical Analysis of Neural Network Pruning Rupam Acharyya Ankani Chattoraj Boyu Zhang Shouman Das Daniel Stefankovic 34 0 0 30 Jun 2020
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures Yawei Li Wen Li Martin Danelljan Peng Sun Shuhang Gu Luc Van Gool Radu Timofte 86 18 0 29 Jun 2020
Ramanujan Bipartite Graph Products for Efficient Block Sparse Neural Networks Dharma Teja Vooturi G. Varma Kishore Kothapalli 47 6 0 24 Jun 2020
Principal Component Networks: Parameter Reduction Early in Training R. Waleffe Theodoros Rekatsinas 3DPC 52 9 0 23 Jun 2020
PFGDF: Pruning Filter via Gaussian Distribution Feature for Deep Neural Networks Acceleration Jianrong Xu Boyu Diao Bifeng Cui Kang Yang Chao Li H. Hong 39 4 0 23 Jun 2020
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks Eugene Lee Chen-Yi Lee 47 14 0 23 Jun 2020
Slimming Neural Networks using Adaptive Connectivity Scores Madan Ravi Ganesh Dawsin Blanchard Jason J. Corso Salimeh Yasaei Sekeh 61 11 0 22 Jun 2020