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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
Polyphonic Sound Event Detection and Localization using a Two-Stage Strategy Yin Cao Qiuqiang Kong Turab Iqbal Fengyan An Wenwu Wang Mark D. Plumbley 90 119 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 51 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 159 924 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 84 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 37 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
A Large RGB-D Dataset for Semi-supervised Monocular Depth Estimation Jaehoon Cho Dongbo Min Youngjung Kim Kwanghoon Sohn MDE 3DV 139 48 0 23 Apr 2019
Detecting ADS-B Spoofing Attacks using Deep Neural Networks Xuhang Ying Joanna Mazer Giuseppe Bernieri Mauro Conti L. Bushnell Radha Poovendran AAML 45 51 0 22 Apr 2019
Inner-Imaging Networks: Put Lenses into Convolutional Structure Yang Hu Guihua Wen Mingnan Luo Dan Dai Wenming Cao Zhiwen Yu Wendy Hall 33 2 0 22 Apr 2019
Attention Augmented Convolutional Networks Irwan Bello Barret Zoph Ashish Vaswani Jonathon Shlens Quoc V. Le 147 1,022 0 22 Apr 2019
Real-time Intent Prediction of Pedestrians for Autonomous Ground Vehicles via Spatio-Temporal DenseNet Khaled Saleh M. Hossny S. Nahavandi 82 66 0 22 Apr 2019
Adversarial Dropout for Recurrent Neural Networks Sungrae Park Kyungwoo Song Mingi Ji Wonsung Lee Il-Chul Moon 32 6 0 22 Apr 2019
hf0: A hybrid pitch extraction method for multimodal voice Pradeep Rengaswamy G. Reddy Sreenivasa Rao 11 2 0 22 Apr 2019
Deep Anchored Convolutional Neural Networks Jiahui Huang Kshitij Dwivedi Gemma Roig 38 1 0 22 Apr 2019
Switchable Whitening for Deep Representation Learning Xingang Pan Xiaohang Zhan Jianping Shi Xiaoou Tang Ping Luo 123 154 0 22 Apr 2019
STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing Ming-Yu Liu Yukang Ding Min Xia Xiao-Chang Liu Errui Ding W. Zuo Shilei Wen 91 330 0 22 Apr 2019
Probabilistic Face Embeddings Yichun Shi Anil K. Jain CVBM 112 310 0 21 Apr 2019
ChoiceNet: CNN learning through choice of multiple feature map representations Farshid Rayhan Aphrodite Galata Tim Cootes SSeg 45 6 0 20 Apr 2019
Data-Driven Neuron Allocation for Scale Aggregation Networks Yi Li Zhanghui Kuang Yimin Chen Wayne Zhang 89 26 0 20 Apr 2019
LORAKI: Autocalibrated Recurrent Neural Networks for Autoregressive MRI Reconstruction in k-Space T. Kim Pratyush Garg Justin P. Haldar 78 58 0 20 Apr 2019
Knowledge Distillation via Route Constrained Optimization Xiao Jin Baoyun Peng Yichao Wu Yu Liu Jiaheng Liu Ding Liang Junjie Yan Xiaolin Hu 90 172 0 19 Apr 2019
Simple yet efficient real-time pose-based action recognition Dennis Ludl T. Gulde Cristóbal Curio 55 48 0 19 Apr 2019
Automated Segmentation of Pulmonary Lobes using Coordination-Guided Deep Neural Networks Wenjia Wang Junxuan Chen Jie Zhao Ying Chi Xuansong Xie Li Zhang Xiansheng Hua 59 25 0 19 Apr 2019