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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
Graph-based Knowledge Distillation by Multi-head Attention Network Seunghyun Lee B. Song 92 77 0 04 Jul 2019
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Shuo-feng Zhang Lei Xie GNN 87 55 0 04 Jul 2019
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images J. Doshi G. Erus Mohamad Habes Christos Davatzikos MedIm 41 27 0 03 Jul 2019
Anatomically Consistent Segmentation of Organs at Risk in MRI with Convolutional Neural Networks Pawel Mlynarski H. Delingette Hamza Alghamdi P. Bondiau N. Ayache MedIm 28 5 0 03 Jul 2019
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu 135 334 0 03 Jul 2019
Attention routing between capsules Jaewoong Choi Hyun Seo Suii Im Myungju Kang 93 74 0 03 Jul 2019
Generalizing from a few environments in safety-critical reinforcement learning Zachary Kenton Angelos Filos Owain Evans Y. Gal 87 16 0 02 Jul 2019
Training Auto-encoder-based Optimizers for Terahertz Image Reconstruction Tak Ming Wong M. Kahl P. Bolívar A. Kolb Michael Möller 30 8 0 02 Jul 2019
Conditioned-U-Net: Introducing a Control Mechanism in the U-Net for Multiple Source Separations Gabriel Meseguer-Brocal Geoffroy Peeters 84 61 0 02 Jul 2019
Improving the generalizability of convolutional neural network-based segmentation on CMR images Chen Chen Wenjia Bai R. Davies A. Bhuva C. Manisty ... S. Petersen E. Lukaschuk Stefan K. Piechnik S. Neubauer Daniel Rueckert 81 120 0 02 Jul 2019
A Tandem Learning Rule for Effective Training and Rapid Inference of Deep Spiking Neural Networks Jibin Wu Yansong Chua Malu Zhang Guoqi Li Haizhou Li Kay Chen Tan 78 14 0 02 Jul 2019
Diminishing the Effect of Adversarial Perturbations via Refining Feature Representation Nader Asadi Amirm. Sarfi Mehrdad Hosseinzadeh Sahba Tahsini M. Eftekhari AAML 32 2 0 01 Jul 2019
Global Pixel Transformers for Virtual Staining of Microscopy Images Yi Liu Hao Yuan Zhengyang Wang Shuiwang Ji MedIm ViT 33 1 0 01 Jul 2019
Semantic Product Search Priyank Nigam Yiwei Song Vijai Mohan V. Lakshman Weitian Ding Ding Ankit Shingavi C. Teo Hao Gu Bing Yin AAML 60 120 0 01 Jul 2019
Online Multiple Pedestrians Tracking using Deep Temporal Appearance Matching Association Young-Chul Yoon D. Kim Young-min Song Kwangjin Yoon M. Jeon VOT 161 69 0 01 Jul 2019
FastDVDnet: Towards Real-Time Deep Video Denoising Without Flow Estimation Matias Tassano J. Delon T. Veit 86 238 0 01 Jul 2019
Multi-atlas image registration of clinical data with automated quality assessment using ventricle segmentation Florian Dubost Marleen de Bruijne M. Nardin Adrian Dalca K. Donahue ... M. Groot W. Niessen Meike W. Vernooij N. Rost M. Schirmer 34 27 0 01 Jul 2019
Learning to Blindly Assess Image Quality in the Laboratory and Wild Weixia Zhang Kede Ma Guangtao Zhai Xiaokang Yang 90 58 0 01 Jul 2019
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 133 1,277 0 01 Jul 2019
Deep Residual Neural Networks for Audio Spoofing Detection M. Alzantot Ziqi Wang Mani B. Srivastava 77 169 0 30 Jun 2019
Multilingual Bottleneck Features for Query by Example Spoken Term Detection Dhananjay Ram Lesly Miculicich H. Bourlard 31 19 0 30 Jun 2019
Learning to Find Correlated Features by Maximizing Information Flow in Convolutional Neural Networks Wei Shen Fei Li Rujie Liu 31 2 0 30 Jun 2019
A 1d convolutional network for leaf and time series classification Dongyang Kuang AI4TS 52 11 0 28 Jun 2019
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Guandao Yang Xun Huang Jinwei Gu Ming-Yuan Liu Serge J. Belongie Bharath Hariharan 3DPC 159 672 0 28 Jun 2019
Accurate Retinal Vessel Segmentation via Octave Convolution Neural Network Zhun Fan Jiajie Mo Benzhang Qiu Wenji Li Guijie Zhu Chong Li Jianye Hu Yibiao Rong Xinjian Chen 118 30 0 28 Jun 2019
Neural ODEs as the Deep Limit of ResNets with constant weights B. Avelin K. Nystrom ODL 141 32 0 28 Jun 2019
On improving deep learning generalization with adaptive sparse connectivity Shiwei Liu Decebal Constantin Mocanu Mykola Pechenizkiy ODL 39 8 0 27 Jun 2019
A Convolutional Decoder for Point Clouds using Adaptive Instance Normalization I. Lim Moritz Ibing Leif Kobbelt 3DPC 3DV 86 15 0 27 Jun 2019
ELKPPNet: An Edge-aware Neural Network with Large Kernel Pyramid Pooling for Learning Discriminative Features in Semantic Segmentation Xianwei Zheng Linxi Huan Hanjiang Xiong J. Gong SSeg 28 6 0 27 Jun 2019
Integration of adversarial autoencoders with residual dense convolutional networks for estimation of non-Gaussian hydraulic conductivities S. Mo N. Zabaras Xiaoqing Shi Jichun Wu 103 43 0 26 Jun 2019
Morpheus: A Deep Learning Framework For Pixel-Level Analysis of Astronomical Image Data R. Hausen B. Robertson 69 68 0 26 Jun 2019
Importance Estimation for Neural Network Pruning Pavlo Molchanov Arun Mallya Stephen Tyree I. Frosio Jan Kautz 3DPC 95 888 0 25 Jun 2019
New pointwise convolution in Deep Neural Networks through Extremely Fast and Non Parametric Transforms Joonhyun Jeong Sung-Ho Bae 60 1 0 25 Jun 2019
Perceptual Generative Autoencoders Zijun Zhang Ruixiang Zhang Zongpeng Li Yoshua Bengio Liam Paull DRL GAN 79 28 0 25 Jun 2019
Efficient Multi-Domain Network Learning by Covariance Normalization Yunsheng Li Nuno Vasconcelos OOD 127 34 0 24 Jun 2019
Multimodal and Multi-view Models for Emotion Recognition Gustavo Aguilar Viktor Rozgic Weiran Wang Chao Wang 63 29 0 24 Jun 2019
Mutual exclusivity as a challenge for deep neural networks Kanishk Gandhi Brenden M. Lake 91 14 0 24 Jun 2019
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks J. Rock Máté Tóth Elmar Messner Paul Meissner Franz Pernkopf 59 44 0 24 Jun 2019
Single-Channel Speech Separation with Auxiliary Speaker Embeddings Shuo Liu Gil Keren Björn Schuller 40 3 0 24 Jun 2019
A Convolutional Approach to Melody Line Identification in Symbolic Scores Federico Simonetta Carlos Eduardo Cancino-Chacón Stavros Ntalampiras Gerhard Widmer 27 15 0 24 Jun 2019
Cascade R-CNN: High Quality Object Detection and Instance Segmentation Zhaowei Cai Nuno Vasconcelos ObjD 119 1,374 0 24 Jun 2019
The NN-Stacking: Feature weighted linear stacking through neural networks Victor Coscrato M. Inácio Rafael Izbicki 30 20 0 24 Jun 2019
Semi-Supervised Learning for Cancer Detection of Lymph Node Metastases Amit Kumar Jaiswal Ivan Panshin D. Shulkin Nagender Aneja Samuel Abramov SSL MedIm 57 23 0 23 Jun 2019
Learning Activation Functions: A new paradigm for understanding Neural Networks Mohit Goyal R. Goyal Brejesh Lall 72 66 0 23 Jun 2019
Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes Yinglong Wang Javen Qinfeng Shi Ehsan Abbasnejad Chao Ma Xiaoping Ma B. Zeng 23 0 0 22 Jun 2019
Fully Decoupled Neural Network Learning Using Delayed Gradients Huiping Zhuang Yi Wang Qinglai Liu Shuai Zhang Zhiping Lin FedML 83 31 0 21 Jun 2019
Adaptive Learning Rate Clipping Stabilizes Learning Jeffrey M. Ede R. Beanland 54 39 0 21 Jun 2019
Backpropagation-Friendly Eigendecomposition Wei Wang Zheng Dang Yinlin Hu Pascal Fua Mathieu Salzmann 126 49 0 21 Jun 2019
Integration of TensorFlow based Acoustic Model with Kaldi WFST Decoder Minkyu Lim Ji-Hwan Kim 20 1 0 21 Jun 2019
Singing Voice Synthesis Using Deep Autoregressive Neural Networks for Acoustic Modeling Yuanhao Yi Yang Ai Zhenhua Ling Lirong Dai 56 33 0 21 Jun 2019