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"

25 / 275 papers shown

Title
Faster CNNs with Direct Sparse Convolutions and Guided Pruning Jongsoo Park Sheng Li W. Wen P. T. P. Tang Hai Helen Li Yiran Chen Pradeep Dubey 31 182 0 04 Aug 2016
Compression of Neural Machine Translation Models via Pruning A. See Minh-Thang Luong Christopher D. Manning MedIm VLM 29 221 0 29 Jun 2016
Sequence-Level Knowledge Distillation Yoon Kim Alexander M. Rush 47 1,101 0 25 Jun 2016
Efficient Optimization for Rank-based Loss Functions Pritish Mohapatra Michal Rolínek C. V. Jawahar V. Kolmogorov M. P. Kumar 29 38 0 27 Apr 2016
Refining Architectures of Deep Convolutional Neural Networks S. Shankar D. Robertson Yani Andrew Ioannou A. Criminisi R. Cipolla 3DV 25 30 0 22 Apr 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 57 4,332 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 27 40 0 31 Dec 2015
Sparsifying Neural Network Connections for Face Recognition Yi Sun Xiaogang Wang Xiaoou Tang 3DH CVBM 32 141 0 07 Dec 2015
Dynamic Capacity Networks Amjad Almahairi Nicolas Ballas Tim Cooijmans Yin Zheng Hugo Larochelle Aaron Courville 33 96 0 24 Nov 2015
Compression of Deep Convolutional Neural Networks for Fast and Low Power Mobile Applications Yong-Deok Kim Eunhyeok Park S. Yoo Taelim Choi Lu Yang Dongjun Shin 28 892 0 20 Nov 2015
Convolutional neural networks with low-rank regularization Cheng Tai Tong Xiao Yi Zhang Xiaogang Wang E. Weinan BDL 31 460 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 24 302 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
Semantic Image Segmentation via Deep Parsing Network Ziwei Liu Xiaoxiao Li Ping Luo Chen Change Loy Xiaoou Tang 13 659 0 09 Sep 2015
Compression of Fully-Connected Layer in Neural Network by Kronecker Product Shuchang Zhou Jia-Nan Wu 36 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 59 646 0 22 Jun 2015
Compressing Convolutional Neural Networks Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 26 139 0 14 Jun 2015
Deep SimNets Nadav Cohen Or Sharir Amnon Shashua 35 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 69 7,998 0 31 Dec 2014
Convolutional Neural Networks at Constrained Time Cost Kaiming He Jian Sun 3DV 47 1,290 0 04 Dec 2014
Efficient and Accurate Approximations of Nonlinear Convolutional Networks Xinming Zhang Jianhua Zou Xiang Ming Kaiming He Jian Sun 3DV 32 263 0 16 Nov 2014
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,639 0 03 Jul 2012