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Data-Driven Sparse Structure Selection for Deep Neural Networks

5 July 2017

Papers citing "Data-Driven Sparse Structure Selection for Deep Neural Networks"

50 / 277 papers shown

Title
AACP: Model Compression by Accurate and Automatic Channel PruningInternational Conference on Pattern Recognition (ICPR), 2021 Lanbo Lin Yujiu Yang Zhenhua Guo MQ 104 18 0 31 Jan 2021
Deep Model Compression based on the Training HistoryNeurocomputing (Neurocomputing), 2021 S. H. Shabbeer Basha M. Farazuddin Viswanath Pulabaigari S. Dubey Snehasis Mukherjee VLM 247 25 0 30 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A SurveyNeurocomputing (Neurocomputing), 2021 Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 464 841 0 24 Jan 2021
Network Pruning using Adaptive Exemplar FiltersIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Mingbao Lin Rongrong Ji Shaojie Li Yan Wang Yongjian Wu Feiyue Huang QiXiang Ye VLM 144 64 0 20 Jan 2021
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 86 9 0 17 Jan 2021
Single-path Bit Sharing for Automatic Loss-aware Model CompressionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Jing Liu Bohan Zhuang Peng Chen Chunhua Shen Jianfei Cai Zhuliang Yu MQ 182 13 0 13 Jan 2021
The Role of Regularization in Shaping Weight and Node Pruning Dependency and Dynamics Yael Ben-Guigui Jacob Goldberger Tammy Riklin-Raviv 154 0 0 07 Dec 2020
Fine-Grained Dynamic Head for Object Detection Lin Song Yanwei Li Zhengkai Jiang Zeming Li Hongbin Sun Jian Sun N. Zheng ObjD 203 47 0 07 Dec 2020
Layer Pruning via Fusible Residual Convolutional Block for Deep Neural Networks Pengtao Xu Jian Cao Fanhua Shang Wenyu Sun Pu Li 3DPC 72 30 0 29 Nov 2020
Bringing AI To Edge: From Deep Learning's PerspectiveNeurocomputing (Neurocomputing), 2020 Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 226 151 0 25 Nov 2020
MGIC: Multigrid-in-Channels Neural Network ArchitecturesSIAM Journal on Scientific Computing (SIAM J. Sci. Comput.), 2020 Moshe Eliasof Jonathan Ephrath Lars Ruthotto Eran Treister 372 8 0 17 Nov 2020
Learning Efficient GANs for Image Translation via Differentiable Masks and co-Attention DistillationIEEE transactions on multimedia (TMM), 2020 Shaojie Li Mingbao Lin Yan Wang Jiayi Ji Ling Shao Rongrong Ji 337 38 0 17 Nov 2020
LEAN: graph-based pruning for convolutional neural networks by extracting longest chains R. Schoonhoven A. Hendriksen D. Pelt K. Batenburg 3DPC 149 5 0 13 Nov 2020
Dirichlet Pruning for Neural Network Compression Kamil Adamczewski Mijung Park 158 5 0 10 Nov 2020
Channel Planting for Deep Neural Networks using Knowledge Distillation Kakeru Mitsuno Yuichiro Nomura Takio Kurita 98 2 0 04 Nov 2020
Filter Pruning using Hierarchical Group Sparse Regularization for Deep Convolutional Neural Networks Kakeru Mitsuno Takio Kurita 108 10 0 04 Nov 2020
DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search Yushuo Guan Ning Liu Pengyu Zhao Zhengping Che Kaigui Bian Yanzhi Wang Jian Tang 207 48 0 04 Nov 2020
Methods for Pruning Deep Neural NetworksIEEE Access (IEEE Access), 2020 S. Vadera Salem Ameen 3DPC 218 165 0 31 Oct 2020
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is EnoughNeural Information Processing Systems (NeurIPS), 2020 Mao Ye Lemeng Wu Qiang Liu 127 17 0 29 Oct 2020
Data Agnostic Filter Gating for Efficient Deep Networks Xiu Su Shan You Tao Huang Hongyan Xu Haiwei Yang Chao Qian Changshui Zhang Chang Xu 140 10 0 28 Oct 2020
Differentiable Channel Sparsity Search via Weight Sharing within FiltersInternational Conference on Pattern Recognition (ICPR), 2020 Yu Zhao Chung-Kuei Lee 161 1 0 28 Oct 2020
Towards Optimal Filter Pruning with Balanced Performance and Pruning Speed Dong Li Sitong Chen Xudong Liu Yunda Sun Li Zhang VLM 105 7 0 14 Oct 2020
Comprehensive Online Network Pruning via Learnable Scaling FactorsInternational Conference on Information Photonics (ICIP), 2020 Muhammad Umair Haider M. Taj 122 10 0 06 Oct 2020
Pruning Filter in Filter Fanxu Meng Hao Cheng Ke Li Huixiang Luo Xiao-Wei Guo Guangming Lu Xing Sun VLM 249 119 0 30 Sep 2020
Sanity-Checking Pruning Methods: Random Tickets can Win the JackpotNeural Information Processing Systems (NeurIPS), 2020 Jingtong Su Yihang Chen Tianle Cai Tianhao Wu Ruiqi Gao Liwei Wang Jason D. Lee 202 92 0 22 Sep 2020
Holistic Filter Pruning for Efficient Deep Neural NetworksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Lukas Enderich Fabian Timm Wolfram Burgard 140 7 0 17 Sep 2020
On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective Seonguk Park Kiyoon Yoo Nojun Kwak FedML 196 3 0 09 Sep 2020
GAN Slimming: All-in-One GAN Compression by A Unified Optimization FrameworkEuropean Conference on Computer Vision (ECCV), 2020 Haotao Wang Shupeng Gui Haichuan Yang Ji Liu Zinan Lin 236 85 0 25 Aug 2020
HALO: Learning to Prune Neural Networks with Shrinkage Skyler Seto M. Wells Wenyu Zhang 296 0 0 24 Aug 2020
Training Sparse Neural Networks using Compressed Sensing Jonathan W. Siegel Jianhong Chen Pengchuan Zhang Jinchao Xu 195 7 0 21 Aug 2020
Learning Connectivity of Neural Networks from a Topological Perspective Kun Yuan Quanquan Li Jing Shao Junjie Yan 178 2 0 19 Aug 2020
RARTS: An Efficient First-Order Relaxed Architecture Search MethodIEEE Access (IEEE Access), 2020 Fanghui Xue Y. Qi Jack Xin 108 4 0 10 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 351 117 0 04 Aug 2020
Neural Architecture Search as Sparse SupernetAAAI Conference on Artificial Intelligence (AAAI), 2020 Yongpeng Wu Aoming Liu Zhiwu Huang Siwei Zhang Luc Van Gool 266 25 0 31 Jul 2020
Operation-Aware Soft Channel Pruning using Differentiable MasksInternational Conference on Machine Learning (ICML), 2020 Minsoo Kang Bohyung Han AAML 196 159 0 08 Jul 2020
Weight-dependent Gates for Network Pruning Yun Li Zechun Liu Weiqun Wu Haotian Yao Xinming Zhang Fangqiu Yi B. Yin 333 17 0 04 Jul 2020
Ramanujan Bipartite Graph Products for Efficient Block Sparse Neural NetworksConcurrency and Computation (CCPE), 2020 Dharma Teja Vooturi G. Varma Kishore Kothapalli 178 7 0 24 Jun 2020
PFGDF: Pruning Filter via Gaussian Distribution Feature for Deep Neural Networks AccelerationIEEE International Joint Conference on Neural Network (IJCNN), 2020 Jianrong Xu Boyu Diao Bifeng Cui Kang Yang Chao Li H. Hong 192 5 0 23 Jun 2020
Slimming Neural Networks using Adaptive Connectivity Scores Madan Ravi Ganesh Dawsin Blanchard Jason J. Corso Salimeh Yasaei Sekeh 226 12 0 22 Jun 2020
Cogradient Descent for Bilinear Optimization Lian Zhuo Baochang Zhang Linlin Yang Hanlin Chen QiXiang Ye David Doermann G. Guo Rongrong Ji 121 15 0 16 Jun 2020
A Feature-map Discriminant Perspective for Pruning Deep Neural Networks Zejiang Hou S. Kung 101 5 0 28 May 2020
Position-based Scaled Gradient for Model Quantization and Pruning Jangho Kim Kiyoon Yoo Nojun Kwak MQ 121 7 0 22 May 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu Xinming Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 150 20 0 18 May 2020
Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers Junjie Liu Zhe Xu Runbin Shi R. Cheung Hayden Kwok-Hay So 148 132 0 14 May 2020
Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 3DPC MedIm 135 61 0 08 May 2020
Stochastic Bottleneck: Rateless Auto-Encoder for Flexible Dimensionality ReductionInternational Symposium on Information Theory (ISIT), 2020 T. Koike-Akino Ye Wang 161 14 0 06 May 2020
Out-of-the-box channel pruned networks Ragav Venkatesan Gurumurthy Swaminathan Xiong Zhou Anna Luo 107 0 0 30 Apr 2020
Rethinking Class-Discrimination Based CNN Channel Pruning Yuchen Liu D. Wentzlaff S. Kung 130 10 0 29 Apr 2020
Finding the Optimal Network Depth in Classification Tasks Bartosz Wójcik Maciej Wołczyk Klaudia Bałazy Jacek Tabor 110 0 0 17 Apr 2020
GeneCAI: Genetic Evolution for Acquiring Compact AIAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2020 Mojan Javaheripi Mohammad Samragh T. Javidi F. Koushanfar 240 9 0 08 Apr 2020