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

11 February 2015

Sergey Ioffe

Christian Szegedy

OOD

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

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Title
Transfer Learning with Neural AutoML Catherine Wong N. Houlsby Yifeng Lu Andrea Gesmundo 78 114 0 07 Mar 2018
RTSeg: Real-time Semantic Segmentation Comparative Study Mennatullah Siam M. Gamal Moemen Abdel-Razek S. Yogamani Martin Jägersand SSeg 98 116 0 07 Mar 2018
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage Qiuyu Zhu Ruixin Zhang 3DH 39 5 0 07 Mar 2018
Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease Classification Chengliang Yang Anand Rangarajan Sanjay Ranka FAtt 76 142 0 07 Mar 2018
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose Zhichao Yin Jianping Shi MDE 86 1,147 0 06 Mar 2018
Multi-level Attention Model for Weakly Supervised Audio Classification Changsong Yu Karim Barsim Qiuqiang Kong Binh Yang 56 83 0 06 Mar 2018
ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range Content Demetris Marnerides Thomas Bashford-Rogers Jonathan Hatchett Kurt Debattista 77 266 0 06 Mar 2018
Conducting Credit Assignment by Aligning Local Representations Alexander Ororbia A. Mali Daniel Kifer C. Lee Giles ODL 101 29 0 05 Mar 2018
Norm matters: efficient and accurate normalization schemes in deep networks Elad Hoffer Ron Banner Itay Golan Daniel Soudry OffRL 96 179 0 05 Mar 2018
How to Start Training: The Effect of Initialization and Architecture Boris Hanin David Rolnick 127 257 0 05 Mar 2018
Path Aggregation Network for Instance Segmentation Shu Liu Lu Qi Haifang Qin Jianping Shi Jiaya Jia ISeg SSeg 202 5,834 0 05 Mar 2018
Deep Continuous Clustering Sohil Shah V. Koltun DRL 63 75 0 05 Mar 2018
An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks Qianxiao Li Shuji Hao 103 76 0 04 Mar 2018
Accelerating Natural Gradient with Higher-Order Invariance Yang Song Jiaming Song Stefano Ermon 76 23 0 04 Mar 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 103 1,574 0 03 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 133 883 0 03 Mar 2018
Not All Samples Are Created Equal: Deep Learning with Importance Sampling Angelos Katharopoulos François Fleuret 137 526 0 02 Mar 2018
Essentially No Barriers in Neural Network Energy Landscape Felix Dräxler K. Veschgini M. Salmhofer Fred Hamprecht MoMe 184 436 0 02 Mar 2018
Can we steal your vocal identity from the Internet?: Initial investigation of cloning Obama's voice using GAN, WaveNet and low-quality found data Jaime Lorenzo-Trueba Fuming Fang Xin Wang Isao Echizen Junichi Yamagishi Tomi Kinnunen 82 74 0 02 Mar 2018
Diversity and degrees of freedom in regression ensembles Henry W. J. Reeve Gavin Brown UQCV 55 22 0 01 Mar 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 115 172 0 01 Mar 2018
Ring loss: Convex Feature Normalization for Face Recognition Yutong Zheng Dipan K. Pal Marios Savvides CVBM 91 199 0 28 Feb 2018
Using Deep Learning for Segmentation and Counting within Microscopy Data Carlos X. Hernández Mohammad M. Sultan Vijay S. Pande 55 35 0 28 Feb 2018
Pop Music Highlighter: Marking the Emotion Keypoints Yu-Siang Huang Szu-Yu Chou Yi-Hsuan Yang 36 17 0 28 Feb 2018
Convolutional Neural Networks with Alternately Updated Clique Yibo Yang Zhisheng Zhong Tiancheng Shen Zhouchen Lin 86 128 0 28 Feb 2018
Compressing Neural Networks using the Variational Information Bottleneck Bin Dai Chen Zhu David Wipf MLT 72 182 0 28 Feb 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 194 1,553 0 28 Feb 2018
Neural Inverse Rendering for General Reflectance Photometric Stereo Tatsunori Taniai Takanori Maehara 142 105 0 28 Feb 2018
Var-CNN: A Data-Efficient Website Fingerprinting Attack Based on Deep Learning Sanjit Bhat David Lu Albert Kwon S. Devadas AAML 78 196 0 28 Feb 2018
Semi-Supervised Learning Enabled by Multiscale Deep Neural Network Inversion Randall Balestriero H. Glotin Richard Baraniuk BDL 115 5 0 27 Feb 2018
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data Amjad Almahairi Sai Rajeswar Alessandro Sordoni Philip Bachman Aaron Courville GAN 114 426 0 27 Feb 2018
Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs T. Garipov Pavel Izmailov Dmitrii Podoprikhin Dmitry Vetrov A. Wilson UQCV 172 759 0 27 Feb 2018
Simultaneous Traffic Sign Detection and Boundary Estimation using Convolutional Neural Network Hee Seok Lee Kang-jik Kim 79 130 0 27 Feb 2018
L1-Norm Batch Normalization for Efficient Training of Deep Neural Networks Shuang Wu Guoqi Li Lei Deng Liu Liu Yuan Xie Luping Shi 82 117 0 27 Feb 2018
Directional Statistics-based Deep Metric Learning for Image Classification and Retrieval Xuefei Zhe Shifeng Chen Hong-Mei Yan 62 73 0 27 Feb 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang Ling Yang Yefeng Zheng MedIm 151 379 0 27 Feb 2018
Retrieval-Augmented Convolutional Neural Networks for Improved Robustness against Adversarial Examples Jake Zhao Kyunghyun Cho AAML 160 20 0 26 Feb 2018
Disentangling the independently controllable factors of variation by interacting with the world Valentin Thomas Emmanuel Bengio W. Fedus Jules Pondard Philippe Beaudoin Hugo Larochelle Joelle Pineau Doina Precup Yoshua Bengio DRL CoGe CML 75 62 0 26 Feb 2018
Yedrouj-Net: An efficient CNN for spatial steganalysis Mehdi Yedroudj Frédéric Comby Marc Chaumont 80 228 0 26 Feb 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 91 713 0 26 Feb 2018
Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial Network Zizhao Zhang Yuanpu Xie Ling Yang EGVM 125 305 0 26 Feb 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 189 693 0 25 Feb 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 99 86 0 25 Feb 2018
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari P. Chrabaszcz I. Loshchilov Frank Hutter 83 100 0 24 Feb 2018
Single Image Super-Resolution via Cascaded Multi-Scale Cross Network Yanting Hu Xinbo Gao Jie Li Yuanfei Huang Hanzi Wang SupR 76 52 0 24 Feb 2018
A Walk with SGD Chen Xing Devansh Arpit Christos Tsirigotis Yoshua Bengio 104 119 0 24 Feb 2018
Towards end-to-end spoken language understanding Dmitriy Serdyuk Yongqiang Wang Christian Fuegen Anuj Kumar Baiyang Liu Yoshua Bengio 64 234 0 23 Feb 2018
Deep Defense: Training DNNs with Improved Adversarial Robustness Ziang Yan Yiwen Guo Changshui Zhang AAML 99 110 0 23 Feb 2018
BigDataBench: A Scalable and Unified Big Data and AI Benchmark Suite Wanling Gao Jianfeng Zhan Lei Wang Chunjie Luo Daoyi Zheng ... Hainan Ye Haoning Tang Zheng Cao Shujie Zhang Jiahui Dai 87 35 0 23 Feb 2018
Deep Multimodal Learning for Emotion Recognition in Spoken Language Yue Gu Shuhong Chen I. Marsic 52 39 0 22 Feb 2018