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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
Towards Better Generalization: BP-SVRG in Training Deep Neural Networks Hao Jin Dachao Lin Zhihua Zhang ODL 45 2 0 18 Aug 2019
Geometric Disentanglement for Generative Latent Shape Models Tristan Aumentado-Armstrong Stavros Tsogkas Allan D. Jepson Sven J. Dickinson DRL 87 56 0 18 Aug 2019
Integrated Multi-omics Analysis Using Variational Autoencoders: Application to Pan-cancer Classification Xiaoyu Zhang Jingqing Zhang Kai Sun Xian Yang Chengliang Dai Yike Guo DRL 68 67 0 17 Aug 2019
Attentional Feature-Pair Relation Networks for Accurate Face Recognition Bong-Nam Kang Yonghyun Kim Bongjin Jun Daijin Kim CVBM 100 37 0 17 Aug 2019
Needles in Haystacks: On Classifying Tiny Objects in Large Images Nick Pawlowski Suvrat Bhooshan Nicolas Ballas F. Ciompi Ben Glocker M. Drozdzal 86 23 0 16 Aug 2019
Regularizing CNN Transfer Learning with Randomised Regression Yang Zhong A. Maki 119 13 0 16 Aug 2019
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Wenhai Wang Enze Xie Xiaoge Song Yuhang Zang Wenjia Wang Tong Lu Gang Yu Chunhua Shen 82 420 0 16 Aug 2019
Differentiable Learning-to-Group Channels via Groupable Convolutional Neural Networks Zhaoyang Zhang Jingyu Li Wenqi Shao Zhanglin Peng Ruimao Zhang Xiaogang Wang Ping Luo 100 37 0 16 Aug 2019
TASED-Net: Temporally-Aggregating Spatial Encoder-Decoder Network for Video Saliency Detection Kyle Min Jason J. Corso 74 153 0 15 Aug 2019
Diagnosing Cardiac Abnormalities from 12-Lead Electrocardiograms Using Enhanced Deep Convolutional Neural Networks Binhang Yuan Wenhui Xing 23 8 0 15 Aug 2019
Adaptive Regularization of Labels Qianggang Ding Sifan Wu Hao Sun Jiadong Guo Shutao Xia ODL 60 29 0 15 Aug 2019
Sex Trafficking Detection with Ordinal Regression Neural Networks Longshaokan Wang E. Laber Yeng Saanchi Sherrie Caltagirone 49 15 0 15 Aug 2019
Few-Shot Learning with Global Class Representations Tiange Luo Aoxue Li Tao Xiang Weiran Huang Liwei Wang 125 114 0 14 Aug 2019
Interleaved Multitask Learning for Audio Source Separation with Independent Databases Clement S. J. Doire Olumide Okubadejo 50 8 0 14 Aug 2019
Video Compression With Rate-Distortion Autoencoders A. Habibian T. V. Rozendaal Jakub M. Tomczak Taco S. Cohen VGen 90 202 0 14 Aug 2019
A Reproducible Comparison of RSSI Fingerprinting Localization Methods Using LoRaWAN Grigorios G. Anagnostopoulos Alexandros Kalousis 23 32 0 14 Aug 2019
Mask Mining for Improved Liver Lesion Segmentation Karsten Roth Jurgen Hesser Tomasz K. Konopczynski MedIm SSeg 35 3 0 14 Aug 2019
Benchmarking the Robustness of Semantic Segmentation Models Christoph Kamann Carsten Rother VLM UQCV 84 164 0 14 Aug 2019
VideoNavQA: Bridging the Gap between Visual and Embodied Question Answering Cătălina Cangea Eugene Belilovsky Pietro Lio Aaron Courville 116 17 0 14 Aug 2019
MEx: Multi-modal Exercises Dataset for Human Activity Recognition A. Wijekoon Nirmalie Wiratunga Kay Cooper 36 24 0 13 Aug 2019
AIBench: An Industry Standard Internet Service AI Benchmark Suite Wanling Gao Fei Tang Lei Wang Jianfeng Zhan Chunxin Lan ... Yatao Li Junchao Shao Zhenyu Wang Xiaoyu Wang Hainan Ye 68 45 0 13 Aug 2019
Interpolated Convolutional Networks for 3D Point Cloud Understanding Jiageng Mao Xiaogang Wang Hongsheng Li 3DPC 69 218 0 13 Aug 2019
Deep Tone Mapping Operator for High Dynamic Range Images A. Rana Praveer Singh G. Valenzise Frederic Dufaux N. Komodakis A. Smolic 88 106 0 12 Aug 2019
LIP: Local Importance-based Pooling Ziteng Gao Limin Wang Gangshan Wu FAtt 85 96 0 12 Aug 2019
Mix & Match: training convnets with mixed image sizes for improved accuracy, speed and scale resiliency Elad Hoffer Berry Weinstein Itay Hubara Tal Ben-Nun Torsten Hoefler Daniel Soudry 113 20 0 12 Aug 2019
Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise Senwei Liang Zhongzhan Huang Mingfu Liang Haizhao Yang 102 59 0 12 Aug 2019
ACNet: Strengthening the Kernel Skeletons for Powerful CNN via Asymmetric Convolution Blocks Xiaohan Ding Yuchen Guo Guiguang Ding Jiawei Han 92 679 0 11 Aug 2019
HBONet: Harmonious Bottleneck on Two Orthogonal Dimensions Duo Li Aojun Zhou Anbang Yao 52 39 0 11 Aug 2019
Semi-Supervised Self-Growing Generative Adversarial Networks for Image Recognition Haoqian Wang Zhiwei Xu Jun Xu Wangpeng An Lei Zhang Qionghai Dai GAN 52 8 0 11 Aug 2019
AutoGAN: Neural Architecture Search for Generative Adversarial Networks Xinyu Gong Shiyu Chang Yi Ding Zhangyang Wang GAN 94 263 0 11 Aug 2019
Natural-Logarithm-Rectified Activation Function in Convolutional Neural Networks Yang Liu Jianpeng Zhang Chao Gao Jinghua Qu Lixin Ji FAtt 63 23 0 10 Aug 2019
Recent Advances in Deep Learning for Object Detection Xiongwei Wu Doyen Sahoo Guosheng Lin VLM ObjD 131 824 0 10 Aug 2019
DSIC: Deep Stereo Image Compression Jerry Liu Shenlong Wang R. Urtasun 62 45 0 09 Aug 2019
Bayesian Inference for Large Scale Image Classification Jonathan Heek Nal Kalchbrenner UQCV BDL 149 35 0 09 Aug 2019
PosNeg-Balanced Anchors with Aligned Features for Single-Shot Object Detection Qiankun Tang Shice Liu Jie Li Yu Hu ObjD 30 2 0 09 Aug 2019
On the Variance of the Adaptive Learning Rate and Beyond Liyuan Liu Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao Jiawei Han ODL 397 1,916 0 08 Aug 2019
LVIS: A Dataset for Large Vocabulary Instance Segmentation Agrim Gupta Piotr Dollár Ross B. Girshick ISeg VLM 133 1,379 0 08 Aug 2019
NeuPDE: Neural Network Based Ordinary and Partial Differential Equations for Modeling Time-Dependent Data Yifan Sun Linan Zhang Hayden Schaeffer AI4TS 75 92 0 08 Aug 2019
Universal Adversarial Audio Perturbations Sajjad Abdoli L. G. Hafemann Jérôme Rony Ismail Ben Ayed P. Cardinal Alessandro Lameiras Koerich AAML 93 52 0 08 Aug 2019
Editing Text in the Wild Liang Wu Chengquan Zhang Jiaming Liu Junyu Han Jingtuo Liu Errui Ding X. Bai 112 135 0 08 Aug 2019
Towards Generating Stylized Image Captions via Adversarial Training Omid Mohamad Nezami Mark Dras Stephen Wan Cécile Paris Len Hamey GAN 70 18 0 08 Aug 2019
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings Pierre Jacob David Picard A. Histace Edouard Klein DML 90 59 0 07 Aug 2019
SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition Kaiyu Yang Olga Russakovsky Jia Deng 3DPC 89 63 0 07 Aug 2019
Pitch-Synchronous Single Frequency Filtering Spectrogram for Speech Emotion Recognition Shruti Gupta M. S. Fahad A. Deepak 69 26 0 07 Aug 2019
STM: SpatioTemporal and Motion Encoding for Action Recognition Boyuan Jiang Mengmeng Wang Weihao Gan Wei Wu Junjie Yan 98 383 0 07 Aug 2019
Improved Adversarial Robustness by Reducing Open Space Risk via Tent Activations Andras Rozsa Terrance E. Boult AAML 61 18 0 07 Aug 2019
How Does Learning Rate Decay Help Modern Neural Networks? Kaichao You Mingsheng Long Jianmin Wang Michael I. Jordan 68 4 0 05 Aug 2019
Attention Control with Metric Learning Alignment for Image Set-based Recognition Xiaofeng Liu A. Marques J. You G. Giannakis CVBM 81 10 0 05 Aug 2019
SqueezeNAS: Fast neural architecture search for faster semantic segmentation Albert Eaton Shaw D. Hunter F. Iandola Sammy Sidhu SSeg 137 73 0 05 Aug 2019
Spatially and Temporally Efficient Non-local Attention Network for Video-based Person Re-Identification Chih-Ting Liu Chih-Wei Wu Y. Wang Shao-Yi Chien 3DPC 97 82 0 05 Aug 2019