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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
Learning Optimal Data Augmentation Policies via Bayesian Optimization for Image Classification Tasks Chunxu Zhang Jiaxu Cui Bo Yang 66 3 0 06 May 2019
Lesion Segmentation in Ultrasound Using Semi-pixel-wise Cycle Generative Adversarial Nets Jie Xing Zheren Li Biyuan Wang Yuji Qi Bingbin Yu F. G. Zanjani Aiwen Zheng R. Duits T. Tan GAN MedIm 36 6 0 06 May 2019
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Breast Tumor Cellularity Assessment using Deep Neural Networks Alexander Rakhlin A. Tiulpin Alexey A. Shvets Alexandr A Kalinin V. Iglovikov Sergey I. Nikolenko 60 20 0 05 May 2019
Intra-clip Aggregation for Video Person Re-identification Takashi Isobe Jian Han Fang Zhu Yali Li Shengjin Wang 92 12 0 05 May 2019
Decision Making with Machine Learning and ROC Curves Kai Feng Han Hong Ke Tang Jingyuan Wang 34 22 0 05 May 2019
An Adaptive Remote Stochastic Gradient Method for Training Neural Networks Yushu Chen Hao Jing Wenlai Zhao Zhiqiang Liu Haohuan Fu Lián Qiao Wei Xue Guangwen Yang ODL 92 2 0 04 May 2019
Learning Spatio-Temporal Features with Two-Stream Deep 3D CNNs for Lipreading Xinshuo Weng Kris Kitani 89 72 0 04 May 2019
Temporal Graph Convolutional Networks for Automatic Seizure Detection Ian Covert B. Krishnan I. Najm Jiening Zhan Matthew Shore J. Hixson M. Po 60 71 0 03 May 2019
Effectiveness of Self Normalizing Neural Networks for Text Classification Avinash Madasu Anvesh Rao Vijjini 34 7 0 03 May 2019
Query-guided End-to-End Person Search Bharti Munjal S. Amin Federico Tombari Fabio Galasso 67 133 0 03 May 2019
Conditional WGANs with Adaptive Gradient Balancing for Sparse MRI Reconstruction Itzik Malkiel Sangtae Ahn V. Taviani A. Menini Lior Wolf C. Hardy 35 6 0 02 May 2019
SinGAN: Learning a Generative Model from a Single Natural Image Tamar Rott Shaham Tali Dekel T. Michaeli GAN VLM 185 843 0 02 May 2019
Large-scale weakly-supervised pre-training for video action recognition Deepti Ghadiyaram Matt Feiszli Du Tran Xueting Yan Heng Wang D. Mahajan 64 299 0 02 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 146 464 0 02 May 2019
Full-stack Optimization for Accelerating CNNs with FPGA Validation Bradley McDanel Shanghang Zhang H. T. Kung Xin Dong MQ 29 2 0 01 May 2019
Similarity of Neural Network Representations Revisited Simon Kornblith Mohammad Norouzi Honglak Lee Geoffrey E. Hinton 186 1,441 0 01 May 2019
Polyphonic Sound Event Detection and Localization using a Two-Stage Strategy Yin Cao Qiuqiang Kong Turab Iqbal Fengyan An Wenwu Wang Mark D. Plumbley 93 119 0 01 May 2019
Surface Type Classification for Autonomous Robot Indoor Navigation Francesco Lomio Erjon Skenderi Damoon Mohamadi J. Collin R. Ghabcheloo H. Huttunen 39 13 0 01 May 2019
A Style Transfer Approach to Source Separation Shrikant Venkataramani Efthymios Tzinis Paris Smaragdis OOD DRL 59 6 0 01 May 2019
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Sami Abu-El-Haija Bryan Perozzi Amol Kapoor N. Alipourfard Kristina Lerman Hrayr Harutyunyan Greg Ver Steeg Aram Galstyan GNN 162 924 0 30 Apr 2019
CT-To-MR Conditional Generative Adversarial Networks for Ischemic Stroke Lesion Segmentation Jonathan Rubin S. M. Abulnaga DiffM MedIm 49 19 0 30 Apr 2019
Country-wide high-resolution vegetation height mapping with Sentinel-2 Nico Lang Konrad Schindler Jan Dirk Wegner MDE 53 156 0 30 Apr 2019
Automatic Emotion Recognition (AER) System based on Two-Level Ensemble of Lightweight Deep CNN Models Emad-ul-Haq Qazi M. Hussain Hatim Aboalsamh I. Ullah 30 9 0 30 Apr 2019
A scalable saliency-based Feature selection method with instance level information Brais Cancela V. Bolón-Canedo Amparo Alonso-Betanzos João Gama FAtt 62 13 0 30 Apr 2019
Reconstruction of Natural Visual Scenes from Neural Spikes with Deep Neural Networks Yichen Zhang Shanshan Jia Yajing Zheng Zhaofei Yu Yonghong Tian Siwei Ma Tiejun Huang Jian K. Liu 63 42 0 30 Apr 2019
Learning Raw Image Denoising with Bayer Pattern Unification and Bayer Preserving Augmentation Jiaming Liu Chihao Wu Yuzhi Wang Qin Xu Yuqian Zhou ... Chuan Wang Shaofan Cai Yifan Ding Haoqiang Fan Jue Wang 70 70 0 29 Apr 2019
Progressive Differentiable Architecture Search: Bridging the Depth Gap between Search and Evaluation Xin Chen Lingxi Xie Jun Wu Qi Tian AI4TS MQ 91 667 0 29 Apr 2019
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Kathan Kashiparekh Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 87 71 0 29 Apr 2019
Domain Agnostic Learning with Disentangled Representations Xingchao Peng Zijun Huang Ximeng Sun Kate Saenko OOD DRL 101 265 0 28 Apr 2019
A Deep Generative Model for Graph Layout Oh-Hyun Kwon K. Ma DRL GNN 79 49 0 27 Apr 2019
Fast Infant MRI Skullstripping with Multiview 2D Convolutional Neural Networks Amod Jog P. E. Grant J. Jacobson A. Kouwe E. Meintjes Bruce Fischl Lilla Zöllei 42 6 0 27 Apr 2019
Improving Deep Speech Denoising by Noisy2Noisy Signal Mapping N. Alamdari A. Azarang N. Kehtarnavaz 37 43 0 26 Apr 2019
Dynamic Mini-batch SGD for Elastic Distributed Training: Learning in the Limbo of Resources Yanghua Peng Hang Zhang Yifei Ma Tong He Zhi-Li Zhang Sheng Zha Mu Li 50 23 0 26 Apr 2019
Perceptual Attention-based Predictive Control Keuntaek Lee G. N. An Viacheslav Zakharov Evangelos A. Theodorou 74 19 0 26 Apr 2019
Survey of Dropout Methods for Deep Neural Networks Alex Labach Hojjat Salehinejad S. Valaee 80 151 0 25 Apr 2019
Large Scale Holistic Video Understanding Ali Diba Mohsen Fayyaz Vivek Sharma Manohar Paluri Jurgen Gall Rainer Stiefelhagen Luc Van Gool 86 35 0 25 Apr 2019
DynamoNet: Dynamic Action and Motion Network Ali Diba Vivek Sharma Luc Van Gool Rainer Stiefelhagen 85 110 0 25 Apr 2019
Deep Multi-View Learning using Neuron-Wise Correlation-Maximizing Regularizers Kui Jia Jiehong Lin Mingkui Tan Dacheng Tao 3DV 60 32 0 25 Apr 2019
Learning Discriminative Features Via Weights-biased Softmax Loss Xiaobin Li Weiqiang Wang 33 24 0 25 Apr 2019
Prediction of Progression to Alzheimer's disease with Deep InfoMax A. Fedorov R. Devon Hjelm A. Abrol Z. Fu Yuhui Du Sergey Plis Vince D. Calhoun MedIm 26 23 0 24 Apr 2019
The Scientific Method in the Science of Machine Learning Jessica Zosa Forde Michela Paganini 73 37 0 24 Apr 2019
ViDeNN: Deep Blind Video Denoising M. Claus Jan van Gemert 73 96 0 24 Apr 2019
Deep Learning for Classification of Hyperspectral Data: A Comparative Review Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre 113 481 0 24 Apr 2019
LFFD: A Light and Fast Face Detector for Edge Devices Yonghao He Dezhong Xu Lifang Wu Meng Jian Shiming Xiang Chunhong Pan CVBM 70 70 0 24 Apr 2019
Low-Memory Neural Network Training: A Technical Report N. Sohoni Christopher R. Aberger Megan Leszczynski Jian Zhang Christopher Ré 92 103 0 24 Apr 2019
Computer-aided diagnosis in histopathological images of the endometrium using a convolutional neural network and attention mechanisms Hao Sun Xianxu Zeng Tao Xu G. Peng Yutao Ma 61 96 0 24 Apr 2019
Generated Loss, Augmented Training, and Multiscale VAE Jason Chou Gautam Hathi DRL 51 3 0 23 Apr 2019
Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting Tianran Ouyang Ling Shao OOD 51 8 0 23 Apr 2019
Detecting inter-sectional accuracy differences in driver drowsiness detection algorithms Mkhuseli Ngxande J. Tapamo Michael G. Burke 51 12 0 23 Apr 2019