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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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EdgeCNN: Convolutional Neural Network Classification Model with small inputs for Edge Computing Shunzhi Yang Zheng Gong Kai Ye Yungen Wei Zheng Huang Zhenhua Huang 35 12 0 30 Sep 2019
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Stabilizing Generative Adversarial Networks: A Survey Maciej Wiatrak Stefano V. Albrecht A. Nystrom GAN 132 87 0 30 Sep 2019
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Salient Instance Segmentation via Subitizing and Clustering Jialun Pei He Tang Chao Liu Chuanbo Chen 30 12 0 29 Sep 2019
Learning Efficient Convolutional Networks through Irregular Convolutional Kernels Weiyu Guo Jiabin Ma Liang Wang Yongzhen Huang 21 5 0 29 Sep 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 99 96 0 29 Sep 2019
Self-Supervised Learning of Depth and Ego-motion with Differentiable Bundle Adjustment Y. Shi Jing Zhu Yi Fang Kuo-Chin Lien Junli Gu SSL MDE 137 7 0 28 Sep 2019
Additive Powers-of-Two Quantization: An Efficient Non-uniform Discretization for Neural Networks Yuhang Li Xin Dong Wei Wang MQ 76 259 0 28 Sep 2019
Training convolutional neural networks with cheap convolutions and online distillation Jiao Xie Shaohui Lin Yichen Zhang Linkai Luo 63 12 0 28 Sep 2019
Training-Free Uncertainty Estimation for Dense Regression: Sensitivity as a Surrogate Lu Mi Hao Wang Yonglong Tian Hao He Nir Shavit UQCV 62 32 0 28 Sep 2019
Generating Fair Universal Representations using Adversarial Models Peter Kairouz Jiachun Liao Chong Huang Maunil R. Vyas Monica Welfert Lalitha Sankar 84 17 0 27 Sep 2019
Geomorphological Analysis Using Unpiloted Aircraft Systems, Structure from Motion, and Deep Learning Zhiang Chen Tyler Scott Sarah Bearman Harish Anand D. Keating C. Scott J. Arrowsmith Jnaneshwar Das 47 16 0 27 Sep 2019
SegMap: Segment-based mapping and localization using data-driven descriptors Renaud Dubé Andrei Cramariuc Daniel Dugas H. Sommer Marcin Dymczyk Juan I. Nieto Roland Siegwart Cesar Cadena 70 185 0 27 Sep 2019
Pruning from Scratch Yulong Wang Xiaolu Zhang Lingxi Xie Jun Zhou Hang Su Bo Zhang Xiaolin Hu 77 196 0 27 Sep 2019
Markov Decision Process for Video Generation V. Yushchenko Nikita Araslanov Stefan Roth VGen 80 20 0 26 Sep 2019
PairNorm: Tackling Oversmoothing in GNNs Lingxiao Zhao Leman Akoglu 104 512 0 26 Sep 2019
Deep Video Deblurring: The Devil is in the Details Jochen Gast Stefan Roth 74 25 0 26 Sep 2019
GradVis: Visualization and Second Order Analysis of Optimization Surfaces during the Training of Deep Neural Networks Avraam Chatzimichailidis Franz-Josef Pfreundt N. Gauger J. Keuper 52 10 0 26 Sep 2019
Towards Understanding the Transferability of Deep Representations Hong Liu Mingsheng Long Jianmin Wang Michael I. Jordan 66 26 0 26 Sep 2019
Stochastic Weight Matrix-based Regularization Methods for Deep Neural Networks Patrik Reizinger Bálint Gyires-Tóth 42 2 0 26 Sep 2019
Convolutional Neural Networks with Dynamic Regularization Yi Wang Zhen-Peng Bian Junhui Hou Lap-Pui Chau 36 22 0 26 Sep 2019
Pre-train, Interact, Fine-tune: A Novel Interaction Representation for Text Classification Jianming Zheng Fei Cai Honghui Chen Maarten de Rijke 61 22 0 26 Sep 2019
ALCNN: Attention-based Model for Fine-grained Demand Inference of Dock-less Shared Bike in New Cities Chang-rui Liu Yanan Xu Yanmin Zhu 25 0 0 25 Sep 2019
A Theoretical Analysis of the Number of Shots in Few-Shot Learning Tianshi Cao M. Law Sanja Fidler 96 63 0 25 Sep 2019
High Fidelity Speech Synthesis with Adversarial Networks Mikolaj Binkowski Jeff Donahue Sander Dieleman Aidan Clark Erich Elsen Norman Casagrande Luis C. Cobo Karen Simonyan 309 240 0 25 Sep 2019
Neural networks are a priori biased towards Boolean functions with low entropy Chris Mingard Joar Skalse Guillermo Valle Pérez David Martínez-Rubio Vladimir Mikulik A. Louis FAtt AI4CE 102 39 0 25 Sep 2019
Gated Channel Transformation for Visual Recognition Zongxin Yang Linchao Zhu Yu Wu Yezhou Yang ViT 60 211 0 25 Sep 2019
Optimal Transport driven CycleGAN for Unsupervised Learning in Inverse Problems Byeongsu Sim Gyutaek Oh Sungjun Lim Chanyong Jung J. C. Ye GAN MedIm 153 22 0 25 Sep 2019
Information Plane Analysis of Deep Neural Networks via Matrix-Based Renyi's Entropy and Tensor Kernels Kristoffer Wickstrøm Sigurd Løkse Michael C. Kampffmeyer Shujian Yu José C. Príncipe Robert Jenssen 61 31 0 25 Sep 2019
Attention Convolutional Binary Neural Tree for Fine-Grained Visual Categorization Ruyi Ji Longyin Wen Libo Zhang Dawei Du Ynajun Wu Chen Zhao Xianglong Liu Feiyue Huang 78 166 0 25 Sep 2019
Conditional Transferring Features: Scaling GANs to Thousands of Classes with 30% Less High-quality Data for Training Chunpeng Wu W. Wen Yiran Chen H. Li GAN 76 2 0 25 Sep 2019
Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network Taiji Suzuki Hiroshi Abe Tomoaki Nishimura AI4CE 81 44 0 25 Sep 2019
Autoencoder-Based Error Correction Coding for One-Bit Quantization Eren Balevi J. Andrews MQ 46 37 0 24 Sep 2019
Improving Noise Robustness In Speaker Identification Using A Two-Stage Attention Model Yanpei Shi Qiang Huang Thomas Hain 105 1 0 24 Sep 2019
s-LWSR: Super Lightweight Super-Resolution Network Biao Li Jiabin Liu Bo Wang Zhiquan Qi Yong Shi SupR 75 47 0 24 Sep 2019
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus Loss Xin Ding Z. Jane Wang William J. Welch 178 18 0 24 Sep 2019
TripleNet: Triple Attention Network for Multi-Turn Response Selection in Retrieval-based Chatbots Wentao Ma Yiming Cui Nan Shao Su He Weinan Zhang Ting Liu Shijin Wang Guoping Hu 54 20 0 24 Sep 2019
LuNet: A Deep Neural Network for Network Intrusion Detection Peilun Wu Hui Guo 28 82 0 22 Sep 2019
LoGANv2: Conditional Style-Based Logo Generation with Generative Adversarial Networks Cedric Oeldorf Gerasimos Spanakis GAN 47 23 0 22 Sep 2019
Using Chinese Glyphs for Named Entity Recognition Arijit Sehanobish Chan Hee Song 56 23 0 22 Sep 2019
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems Xiaofan Zhang Haoming Lu Cong Hao Jiachen Li Bowen Cheng ... Jinjun Xiong Thomas Huang Humphrey Shi Wen-mei W. Hwu Deming Chen 106 92 0 20 Sep 2019
Adversarial Learning with Margin-based Triplet Embedding Regularization Yaoyao Zhong Weihong Deng AAML 91 50 0 20 Sep 2019
Underwater Image Super-Resolution using Deep Residual Multipliers M. Islam Sadman Sakib Enan Peigen Luo Junaed Sattar 67 67 0 20 Sep 2019
Deep Metric Learning using Similarities from Nonlinear Rank Approximations Konstantin Schall Kai Uwe Barthel Nico Hezel Klaus Jung DML 25 3 0 20 Sep 2019
Retro-Actions: Learning 'Close' by Time-Reversing Ópen' Videos Will Price Dima Damen 52 7 0 20 Sep 2019
Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization Diego Antognini Boi Faltings 37 22 0 20 Sep 2019
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds Huan Lei Naveed Akhtar Ajmal Mian 3DPC 93 168 0 20 Sep 2019
Coupled Generative Adversarial Network for Continuous Fine-grained Action Segmentation Harshala Gammulle Tharindu Fernando Simon Denman Sridha Sridharan Clinton Fookes GAN 129 21 0 20 Sep 2019
Accident Risk Prediction based on Heterogeneous Sparse Data: New Dataset and Insights Sobhan Moosavi Mohammad Hossein Samavatian Srinivasan Parthasarathy R. Teodorescu R. Ramnath 53 134 0 19 Sep 2019