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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
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Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning Supasorn Suwajanakorn Noah Snavely Jonathan Tompson Mohammad Norouzi 3DPC 3DV 94 247 0 05 Jul 2018
Jigsaw Puzzle Solving Using Local Feature Co-Occurrences in Deep Neural Networks Marie-Morgane Paumard David Picard Hedi Tabia 47 21 0 05 Jul 2018
Denoising Auto-encoder with Recurrent Skip Connections and Residual Regression for Music Source Separation Jen-Yu Liu Yi-Hsuan Yang 79 39 0 05 Jul 2018
Benchmarking Neural Network Robustness to Common Corruptions and Surface Variations Dan Hendrycks Thomas G. Dietterich OOD 129 202 0 04 Jul 2018
Restructuring Batch Normalization to Accelerate CNN Training Wonkyung Jung Daejin Jung and Byeongho Kim Sunjung Lee Wonjong Rhee Jung Ho Ahn 57 64 0 04 Jul 2018
Multi-Level Feature Abstraction from Convolutional Neural Networks for Multimodal Biometric Identification Sobhan Soleymani Ali Dabouei Hadi Kazemi J. Dawson Nasser M. Nasrabadi CVBM 84 70 0 03 Jul 2018
A Weakly Supervised Adaptive DenseNet for Classifying Thoracic Diseases and Identifying Abnormalities Bo Zhou Yuemeng Li Jiangcong Wang MedIm 86 26 0 03 Jul 2018
Weakly Supervised Deep Recurrent Neural Networks for Basic Dance Step Generation Nelson Yalta Shinji Watanabe K. Nakadai T. Ogata 80 63 0 03 Jul 2018
A Mean-Field Optimal Control Formulation of Deep Learning Weinan E Jiequn Han Qianxiao Li OOD 135 187 0 03 Jul 2018
Kitting in the Wild through Online Domain Adaptation Massimiliano Mancini H. Karaoğuz Elisa Ricci Patric Jensfelt Barbara Caputo 76 56 0 03 Jul 2018
MetaAnchor: Learning to Detect Objects with Customized Anchors Tong Yang Xiangyu Zhang Zeming Li Wenqiang Zhang Jian Sun ObjD 127 137 0 03 Jul 2018
Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media S. Mo Yinhao Zhu N. Zabaras Xiaoqing Shi Jichun Wu AI4CE 91 282 0 02 Jul 2018
The relativistic discriminator: a key element missing from standard GAN Alexia Jolicoeur-Martineau GAN 91 978 0 02 Jul 2018
Improving part-of-speech tagging via multi-task learning and character-level word representations D. Anastasyev I. Gusev E. Indenbom 25 16 0 02 Jul 2018
Punctuation Prediction Model for Conversational Speech Piotr Żelasko Piotr Szymañski Jan Mizgajski Adrian Szymczak Yishay Carmiel Najim Dehak 53 54 0 02 Jul 2018
SphereReID: Deep Hypersphere Manifold Embedding for Person Re-Identification Xing Fan Wei Jiang Hao Luo Mengjuan Fei 97 201 0 02 Jul 2018
Adversarial Perturbations Against Real-Time Video Classification Systems Shasha Li Ajaya Neupane S. Paul Chengyu Song S. Krishnamurthy Amit K. Roy-Chowdhury A. Swami AAML 102 121 0 02 Jul 2018
Evenly Cascaded Convolutional Networks Chengxi Ye Chinmaya Devaraj Michael Maynord Cornelia Fermuller Yiannis Aloimonos 35 7 0 02 Jul 2018
Gradient Reversal Against Discrimination Edward Raff Jared Sylvester 76 38 0 01 Jul 2018
SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks Julian Faraone Nicholas J. Fraser Michaela Blott Philip H. W. Leong MQ 107 133 0 01 Jul 2018
Self-supervised Sparse-to-Dense: Self-supervised Depth Completion from LiDAR and Monocular Camera Fangchang Ma G. V. Cavalheiro S. Karaman 3DV MDE SSL 111 419 0 01 Jul 2018
Trust-Region Algorithms for Training Responses: Machine Learning Methods Using Indefinite Hessian Approximations Jennifer B. Erway J. Griffin Roummel F. Marcia Riadh Omheni 74 24 0 01 Jul 2018
Sound Event Localization and Detection of Overlapping Sources Using Convolutional Recurrent Neural Networks Sharath Adavanne Archontis Politis Joonas Nikunen Tuomas Virtanen 120 476 0 30 Jun 2018
A New Benchmark and Progress Toward Improved Weakly Supervised Learning Jason Ramapuram Russ Webb SSL 46 3 0 30 Jun 2018
Fake News Identification on Twitter with Hybrid CNN and RNN Models Oluwaseun Ajao Deepayan Bhowmik S. Zargari 79 284 0 29 Jun 2018
Deep Semi Supervised Generative Learning for Automated PD-L1 Tumor Cell Scoring on NSCLC Tissue Needle Biopsies A. Kapil A. Meier A. Zuraw K. Steele Marlon Rebelatto Gunter Schmidt N. Brieu 62 93 0 28 Jun 2018
Deep learning in business analytics and operations research: Models, applications and managerial implications Mathias Kraus Stefan Feuerriegel A. Oztekin 88 295 0 28 Jun 2018
Differentiable Learning-to-Normalize via Switchable Normalization Ping Luo Jiamin Ren Zhanglin Peng Ruimao Zhang Jingyu Li 92 177 0 28 Jun 2018
Every Pixel Counts: Unsupervised Geometry Learning with Holistic 3D Motion Understanding Zhenheng Yang Peng Wang Yang Wang Wenyuan Xu Ram Nevatia 3DPC 89 110 0 27 Jun 2018
Speech Denoising with Deep Feature Losses François Germain Qifeng Chen V. Koltun 83 162 0 27 Jun 2018
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DeepObfuscation: Securing the Structure of Convolutional Neural Networks via Knowledge Distillation Hui Xu Yuxin Su Zirui Zhao Yangfan Zhou Michael R. Lyu Irwin King FedML 67 27 0 27 Jun 2018
QT-Opt: Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation Dmitry Kalashnikov A. Irpan P. Pastor Julian Ibarz Alexander Herzog ... Deirdre Quillen E. Holly Mrinal Kalakrishnan Vincent Vanhoucke Sergey Levine 212 1,474 0 27 Jun 2018
Deep Feature Factorization For Concept Discovery Edo Collins R. Achanta Sabine Süsstrunk 86 92 0 26 Jun 2018
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling Shanshan Wu A. Dimakis Sujay Sanghavi Felix X. Yu D. Holtmann-Rice Dmitry Storcheus Afshin Rostamizadeh Sanjiv Kumar SSL 76 53 0 26 Jun 2018
Adaptive Blending Units: Trainable Activation Functions for Deep Neural Networks L. R. Sütfeld Flemming Brieger Holger Finger S. Füllhase G. Pipa 63 29 0 26 Jun 2018
Limited Evaluation Evolutionary Optimization of Large Neural Networks J. Prellberg Oliver Kramer ODL 29 8 0 26 Jun 2018
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On the Implicit Bias of Dropout Poorya Mianjy R. Arora René Vidal 84 67 0 26 Jun 2018
Syn2Real: A New Benchmark forSynthetic-to-Real Visual Domain Adaptation Xingchao Peng Ben Usman Kuniaki Saito Neela Kaushik Judy Hoffman Kate Saenko 71 79 0 26 Jun 2018
Frame-level Instrument Recognition by Timbre and Pitch Yun-Ning Hung Yi-Hsuan Yang 63 35 0 25 Jun 2018
Towards Radiologist-Level Accurate Deep Learning System for Pulmonary Screening Mrinal Haloi K. Rajalakshmi Pradeep Walia LM&MA MedIm 27 15 0 25 Jun 2018
RAM: A Region-Aware Deep Model for Vehicle Re-Identification Xiaobin Liu Shiliang Zhang Qingming Huang Wen Gao VLM 153 220 0 25 Jun 2018