Speeding up Convolutional Neural Networks with Low Rank Expansions

15 May 2014

Andrea Vedaldi

Papers citing "Speeding up Convolutional Neural Networks with Low Rank Expansions"

36 / 236 papers shown

Title
DeepCorrect: Correcting DNN models against Image Distortions Tejas S. Borkar Lina Karam 21 93 0 05 May 2017
CBinfer: Change-Based Inference for Convolutional Neural Networks on Video Data Lukas Cavigelli Philippe Degen Luca Benini BDL 25 51 0 14 Apr 2017
More is Less: A More Complicated Network with Less Inference Complexity Xuanyi Dong Junshi Huang Yi Yang Shuicheng Yan 26 288 0 25 Mar 2017
Theoretical Properties for Neural Networks with Weight Matrices of Low Displacement Rank Liang Zhao Siyu Liao Yanzhi Wang Zhe Li Jian Tang Victor Pan Bo Yuan 31 61 0 01 Mar 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 36 502 0 03 Feb 2017
Exploring the Design Space of Deep Convolutional Neural Networks at Large Scale F. Iandola 3DV 26 18 0 20 Dec 2016
Towards the Limit of Network Quantization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 22 191 0 05 Dec 2016
LCNN: Lookup-based Convolutional Neural Network Hessam Bagherinezhad Mohammad Rastegari Ali Farhadi 13 89 0 20 Nov 2016
Learning the Number of Neurons in Deep Networks J. Álvarez Mathieu Salzmann 23 412 0 19 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 297 10,225 0 16 Nov 2016
Towards Deep Compositional Networks Domen Tabernik Matej Kristan J. Wyatt A. Leonardis CoGe 16 18 0 13 Sep 2016
Grid Loss: Detecting Occluded Faces M. Opitz Georg Waltner Georg Poier Horst Possegger Horst Bischof CVBM 32 76 0 01 Sep 2016
Design of Efficient Convolutional Layers using Single Intra-channel Convolution, Topological Subdivisioning and Spatial "Bottleneck" Structure Min Wang Baoyuan Liu H. Foroosh 27 51 0 15 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 47 2,320 0 12 Aug 2016
Clockwork Convnets for Video Semantic Segmentation Evan Shelhamer Kate Rakelly Judy Hoffman Trevor Darrell 37 199 0 11 Aug 2016
Compression of Neural Machine Translation Models via Pruning A. See Minh-Thang Luong Christopher D. Manning MedIm VLM 21 221 0 29 Jun 2016
Sequence-Level Knowledge Distillation Yoon Kim Alexander M. Rush 32 1,098 0 25 Jun 2016
Efficient Optimization for Rank-based Loss Functions Pritish Mohapatra Michal Rolínek C. V. Jawahar V. Kolmogorov M. P. Kumar 16 38 0 27 Apr 2016
Refining Architectures of Deep Convolutional Neural Networks S. Shankar D. Robertson Yani Andrew Ioannou A. Criminisi R. Cipolla 3DV 17 30 0 22 Apr 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 54 4,331 0 16 Mar 2016
A Taxonomy of Deep Convolutional Neural Nets for Computer Vision Suraj Srinivas Ravi Kiran Sarvadevabhatla Konda Reddy Mopuri N. Prabhu S. Kruthiventi R. Venkatesh Babu OOD 35 215 0 25 Jan 2016
Exploiting Local Structures with the Kronecker Layer in Convolutional Networks Shuchang Zhou Jia-Nan Wu Yuxin Wu Xinyu Zhou 13 40 0 31 Dec 2015
Sparsifying Neural Network Connections for Face Recognition Yi Sun Xiaogang Wang Xiaoou Tang 3DH CVBM 24 141 0 07 Dec 2015
Dynamic Capacity Networks Amjad Almahairi Nicolas Ballas Tim Cooijmans Yin Zheng Hugo Larochelle Aaron Courville 30 96 0 24 Nov 2015
Convolutional neural networks with low-rank regularization Cheng Tai Tong Xiao Yi Zhang Xiaogang Wang E. Weinan BDL 14 460 0 19 Nov 2015
FireCaffe: near-linear acceleration of deep neural network training on compute clusters F. Iandola Khalid Ashraf Matthew W. Moskewicz Kurt Keutzer 21 302 0 31 Oct 2015
From Facial Parts Responses to Face Detection: A Deep Learning Approach Shuo Yang Ping Luo Chen Change Loy Xiaoou Tang CVBM 22 570 0 22 Sep 2015
Compression of Fully-Connected Layer in Neural Network by Kronecker Product Shuchang Zhou Jia-Nan Wu 33 26 0 21 Jul 2015
DeepStereo: Learning to Predict New Views from the World's Imagery John Flynn Ivan Neulander James Philbin Noah Snavely 3DV 45 646 0 22 Jun 2015
Compressing Convolutional Neural Networks Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 24 139 0 14 Jun 2015
Deep SimNets Nadav Cohen Or Sharir Amnon Shashua 32 46 0 09 Jun 2015
Fast ConvNets Using Group-wise Brain Damage V. Lebedev Victor Lempitsky AAML 44 447 0 08 Jun 2015
An exploration of parameter redundancy in deep networks with circulant projections Yu Cheng Felix X. Yu Rogerio Feris Sanjiv Kumar A. Choudhary Shih-Fu Chang 41 49 0 11 Feb 2015
Image Super-Resolution Using Deep Convolutional Networks Chao Dong Chen Change Loy Kaiming He Xiaoou Tang SupR 57 7,992 0 31 Dec 2014
Convolutional Neural Networks at Constrained Time Cost Kaiming He Jian Sun 3DV 29 1,288 0 04 Dec 2014
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,638 0 03 Jul 2012