Structured Pruning of Deep Convolutional Neural Networks

29 December 2015

Papers citing "Structured Pruning of Deep Convolutional Neural Networks"

24 / 274 papers shown

Title
A Review on Deep Learning Techniques Applied to Semantic Segmentation Alberto Garcia-Garcia Sergio Orts Sergiu Oprea Victor Villena-Martinez Jose Garcia-Rodriguez 3DV SSeg 261 1,346 0 22 Apr 2017
Towards thinner convolutional neural networks through Gradually Global Pruning Z. Wang Ce Zhu Zhiqiang Xia Qi Guo Yipeng Liu CVBM 94 4 0 29 Mar 2017
Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze Yu-hsin Chen Tien-Ju Yang J. Emer AAML 3DV 240 3,329 0 27 Mar 2017
The Power of Sparsity in Convolutional Neural Networks Soravit Changpinyo Mark Sandler A. Zhmoginov 171 135 0 21 Feb 2017
A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural NetworksSymposium on Field Programmable Gate Arrays (FPGA), 2017 Yixing Li Zichuan Liu Kai Xu Hao Yu Fengbo Ren MQ 79 38 0 20 Feb 2017
Pruning Convolutional Neural Networks for Resource Efficient Inference Pavlo Molchanov Stephen Tyree Tero Karras Timo Aila Jan Kautz CVBM VLM 281 428 0 19 Nov 2016
Quantized neural network design under weight capacity constraint Sungho Shin Kyuyeon Hwang Wonyong Sung MQ 88 2 0 19 Nov 2016
Sparsely-Connected Neural Networks: Towards Efficient VLSI Implementation of Deep Neural Networks A. Ardakani C. Condo W. Gross 199 43 0 04 Nov 2016
Compact Deep Convolutional Neural Networks With Coarse Pruning S. Anwar Wonyong Sung 3DPC 111 58 0 30 Oct 2016
A scalable convolutional neural network for task-specified scenarios via knowledge distillation Mengnan Shi F. Qin QiXiang Ye Zhenjun Han Jianbin Jiao 150 5 0 19 Sep 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 440 3,923 0 31 Aug 2016
Training Skinny Deep Neural Networks with Iterative Hard Thresholding Methods Xiaojie Jin Xiao-Tong Yuan Jiashi Feng Shuicheng Yan 497 83 0 19 Jul 2016
Resiliency of Deep Neural Networks under Quantization Wonyong Sung Sungho Shin Kyuyeon Hwang MQ 203 166 0 20 Nov 2015
BinaryConnect: Training Deep Neural Networks with binary weights during propagations Matthieu Courbariaux Yoshua Bengio J. David MQ 601 3,122 0 02 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 970 9,480 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural NetworksNeural Information Processing Systems (NeurIPS), 2015 Song Han Jeff Pool J. Tran W. Dally CVBM 494 7,258 0 08 Jun 2015
Fast ConvNets Using Group-wise Brain DamageComputer Vision and Pattern Recognition (CVPR), 2015 V. Lebedev Victor Lempitsky AAML 356 456 0 08 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 1.4K 45,531 0 11 Feb 2015
Memory Bounded Deep Convolutional Networks Maxwell D. Collins Pushmeet Kohli 219 173 0 03 Dec 2014
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 335 1,919 0 03 Oct 2014
Very Deep Convolutional Networks for Large-Scale Image RecognitionInternational Conference on Learning Representations (ICLR), 2014 Karen Simonyan Andrew Zisserman FAtt MDE 3.5K 107,674 0 04 Sep 2014
Fast Training of Convolutional Networks through FFTsInternational Conference on Learning Representations (ICLR), 2013 Michaël Mathieu Mikael Henaff Yann LeCun 397 630 0 20 Dec 2013
Fighting Sample Degeneracy and Impoverishment in Particle Filters: A Review of Intelligent ApproachesExpert systems with applications (ESWA), 2013 Tiancheng Li Shudong Sun T. Sattar J. Corchado 261 242 0 12 Aug 2013
Convolutional Neural Networks Applied to House Numbers Digit ClassificationInternational Conference on Pattern Recognition (ICPR), 2012 P. Sermanet Soumith Chintala Yann LeCun 216 553 0 18 Apr 2012