Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

11 February 2015

Sergey Ioffe

Papers citing "Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift"

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Title
Discovering Causal Signals in Images David Lopez-Paz Robert Nishihara Soumith Chintala Bernhard Schölkopf Léon Bottou CML 11 223 0 26 May 2016
Predicting Visual Exemplars of Unseen Classes for Zero-Shot Learning Soravit Changpinyo Wei-Lun Chao Fei Sha VLM 35 177 0 26 May 2016
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 97 78 0 26 May 2016
FractalNet: Ultra-Deep Neural Networks without Residuals Gustav Larsson Michael Maire Gregory Shakhnarovich 45 933 0 24 May 2016
Genetic Architect: Discovering Genomic Structure with Learned Neural Architectures Laura Deming S. Targ Nate Sauder Diogo Almeida Chun Jimmie Ye GNN 35 14 0 23 May 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 68 7,914 0 23 May 2016
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets Aaron Klein Stefan Falkner Simon Bartels Philipp Hennig Frank Hutter AI4CE 35 546 0 23 May 2016
Swapout: Learning an ensemble of deep architectures Saurabh Singh Derek Hoiem David A. Forsyth BDL 3DPC OOD UQCV 21 150 0 20 May 2016
Learning shape correspondence with anisotropic convolutional neural networks Davide Boscaini Jonathan Masci Emanuele Rodolà M. Bronstein 3DPC 29 505 0 20 May 2016
Residual Networks Behave Like Ensembles of Relatively Shallow Networks Andreas Veit Michael J. Wilber Serge J. Belongie UQCV 22 107 0 20 May 2016
Ristretto: Hardware-Oriented Approximation of Convolutional Neural Networks Philipp Gysel 29 127 0 20 May 2016
End-to-End Kernel Learning with Supervised Convolutional Kernel Networks Julien Mairal SSL 34 130 0 20 May 2016
FPNN: Field Probing Neural Networks for 3D Data Yangyan Li Soren Pirk Hao Su C. Qi Leonidas J. Guibas 3DPC 29 287 0 20 May 2016
Localizing by Describing: Attribute-Guided Attention Localization for Fine-Grained Recognition Xiao-Chang Liu Jiang Wang Shilei Wen Errui Ding Yuanqing Lin 13 76 0 20 May 2016
Learning Deep Representations of Fine-grained Visual Descriptions Scott E. Reed Zeynep Akata Bernt Schiele Honglak Lee OCL VLM 176 840 0 17 May 2016
Ternary Weight Networks Fengfu Li Bin Liu Xiaoxing Wang Bo-Wen Zhang Junchi Yan MQ 38 521 0 16 May 2016
DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model Eldar Insafutdinov L. Pishchulin Bjoern Andres Mykhaylo Andriluka Bernt Schiele 3DH 39 1,109 0 10 May 2016
Recurrent Convolutional Neural Network Regression for Continuous Pain Intensity Estimation in Video Jing Zhou Xiaopeng Hong Zhicheng Zhao Guoying Zhao 15 116 0 03 May 2016
DisturbLabel: Regularizing CNN on the Loss Layer Lingxi Xie Jingdong Wang Zhen Wei Meng Wang Qi Tian 41 250 0 30 Apr 2016
InterActive: Inter-Layer Activeness Propagation Lingxi Xie Liang Zheng Jingdong Wang Alan Yuille Qi Tian FAtt 33 45 0 30 Apr 2016
deepMiRGene: Deep Neural Network based Precursor microRNA Prediction Seunghyun Park Seonwoo Min Hyun-Soo Choi Sungroh Yoon 13 49 0 29 Apr 2016
The Z-loss: a shift and scale invariant classification loss belonging to the Spherical Family A. D. Brébisson Pascal Vincent 17 10 0 29 Apr 2016
Towards Better Analysis of Deep Convolutional Neural Networks Mengchen Liu Jiaxin Shi Zerui Li Chongxuan Li Jun Zhu Shixia Liu HAI 45 471 0 24 Apr 2016
Synthetic Data for Text Localisation in Natural Images Ankush Gupta Andrea Vedaldi Andrew Zisserman 78 1,419 0 22 Apr 2016
Convolutional Two-Stream Network Fusion for Video Action Recognition Christoph Feichtenhofer A. Pinz Andrew Zisserman 36 2,605 0 22 Apr 2016
Training Deep Nets with Sublinear Memory Cost Tianqi Chen Bing Xu Chiyuan Zhang Carlos Guestrin 58 1,145 0 21 Apr 2016
High-performance Semantic Segmentation Using Very Deep Fully Convolutional Networks Zifeng Wu Chunhua Shen Anton Van Den Hengel SSeg 25 130 0 15 Apr 2016
Deep Residual Networks with Exponential Linear Unit Anish Shah Eashan Kadam Hena Shah Sameer Shinde Sandip Shingade 50 120 0 14 Apr 2016
Deep3D: Fully Automatic 2D-to-3D Video Conversion with Deep Convolutional Neural Networks Junyuan Xie Ross B. Girshick Ali Farhadi 3DH 42 426 0 13 Apr 2016
Bridging the Gaps Between Residual Learning, Recurrent Neural Networks and Visual Cortex Q. Liao T. Poggio 213 255 0 13 Apr 2016
Orientation-boosted Voxel Nets for 3D Object Recognition Nima Sedaghat Mohammadreza Zolfaghari Ehsan Amiri Thomas Brox 3DPC 21 223 0 12 Apr 2016
Volumetric and Multi-View CNNs for Object Classification on 3D Data C. Qi Hao Su Matthias Niessner Angela Dai Mengyuan Yan Leonidas J. Guibas 3DPC 3DV 5 1,561 0 12 Apr 2016
CRAFT Objects from Images Bin Yang Junjie Yan Zhen Lei Stan Z. Li ObjD 21 123 0 12 Apr 2016
Recurrent Attentional Networks for Saliency Detection Jason Kuen Zhenhua Wang G. Wang 18 238 0 12 Apr 2016
T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos Kai Kang Hongsheng Li Junjie Yan Xingyu Zeng Binh Yang ... Cong Zhang Zhe Wang Ruohui Wang Xiaogang Wang Wanli Ouyang ObjD 27 478 0 09 Apr 2016
Training Constrained Deconvolutional Networks for Road Scene Semantic Segmentation G. Ros Simon Stent P. Alcantarilla Tomoki Watanabe 21 55 0 06 Apr 2016
Deep Cross Residual Learning for Multitask Visual Recognition Brendan Jou Shih-Fu Chang ObjD 29 91 0 05 Apr 2016
A Semisupervised Approach for Language Identification based on Ladder Networks Ehud Ben-Reuven Jacob Goldberger 22 5 0 01 Apr 2016
Deep Networks with Stochastic Depth Gao Huang Yu Sun Zhuang Liu Daniel Sedra Kilian Q. Weinberger 74 2,336 0 30 Mar 2016
Recurrent Batch Normalization Tim Cooijmans Nicolas Ballas César Laurent Çağlar Gülçehre Aaron Courville ODL 19 410 0 30 Mar 2016
Rich Image Captioning in the Wild Kenneth Tran Xiaodong He Lei Zhang Jian Sun Cornelia Carapcea Chris Thrasher Chris Buehler Chris Sienkiewicz VLM 19 123 0 30 Mar 2016
Shuffle and Learn: Unsupervised Learning using Temporal Order Verification Ishan Misra C. L. Zitnick M. Hebert SSL 28 66 0 28 Mar 2016
Learning to Read Chest X-Rays: Recurrent Neural Cascade Model for Automated Image Annotation Hoo-Chang Shin Kirk Roberts Le Lu Dina Demner-Fushman Jianhua Yao Ronald M. Summers 18 347 0 28 Mar 2016
Convolutional Networks for Fast, Energy-Efficient Neuromorphic Computing S. K. Esser P. Merolla John V. Arthur A. Cassidy R. Appuswamy ... Pallab Datta A. Amir B. Taba M. Flickner D. Modha 3DH 25 715 0 28 Mar 2016
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Justin Johnson Alexandre Alahi Li Fei-Fei SupR 54 10,168 0 27 Mar 2016
Resnet in Resnet: Generalizing Residual Architectures S. Targ Diogo Almeida Kevin Lyman SSeg 22 806 0 25 Mar 2016
Convolution in Convolution for Network in Network Yanwei Pang Manli Sun Xiaoheng Jiang Xuelong Li 31 167 0 22 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 34 1,010 0 22 Mar 2016
Deep Learning in Bioinformatics Seonwoo Min Byunghan Lee Sungroh Yoon AI4CE 3DV 36 1,351 0 21 Mar 2016
A Fast Unified Model for Parsing and Sentence Understanding Samuel R. Bowman Jon Gauthier Abhinav Rastogi Raghav Gupta Christopher D. Manning Christopher Potts 22 313 0 19 Mar 2016