Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

11 February 2015

Sergey Ioffe

Papers citing "Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift"

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Title
Multinomial Adversarial Networks for Multi-Domain Text Classification Xilun Chen Claire Cardie OOD 24 133 0 15 Feb 2018
CNN+LSTM Architecture for Speech Emotion Recognition with Data Augmentation Caroline Etienne Guillaume Fidanza Andrei Petrovskii Laurence Devillers B. Schmauch 19 99 0 15 Feb 2018
Stronger generalization bounds for deep nets via a compression approach Sanjeev Arora Rong Ge Behnam Neyshabur Yi Zhang MLT AI4CE 29 630 0 14 Feb 2018
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations Arash Vahdat W. Macready Zhengbing Bian Amir Khoshaman Evgeny Andriyash 37 75 0 14 Feb 2018
Web-Scale Responsive Visual Search at Bing Houdong Hu Yan Wang Linjun Yang Pavel Komlev Li Huang Xi Chen Jiapei Huang Ye Wu Meenaz Merchant Arun Sacheti VLM 24 62 0 14 Feb 2018
Uncertainty Estimation via Stochastic Batch Normalization Andrei Atanov Arsenii Ashukha Dmitry Molchanov Kirill Neklyudov Dmitry Vetrov UQCV BDL 37 47 0 13 Feb 2018
Satellite Image Forgery Detection and Localization Using GAN and One-Class Classifier S. Yarlagadda David Guera Paolo Bestagini F. Zhu Stefano Tubaro Edward J. Delp 24 60 0 13 Feb 2018
BIRNet: Brain Image Registration Using Dual-Supervised Fully Convolutional Networks Jingfan Fan Xiaohuan Cao P. Yap Dinggang Shen 30 252 0 13 Feb 2018
Training and Inference with Integers in Deep Neural Networks Shuang Wu Guoqi Li F. Chen Luping Shi MQ 41 389 0 13 Feb 2018
Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring Yossi Adi Carsten Baum Moustapha Cissé Benny Pinkas Joseph Keshet 13 669 0 13 Feb 2018
Recovering Loss to Followup Information Using Denoising Autoencoders Lovedeep Gondara Ke Wang 21 19 0 12 Feb 2018
FD-MobileNet: Improved MobileNet with a Fast Downsampling Strategy Zheng Qin Zhaoning Zhang Xiaotao Chen Yuxing Peng MQ 29 104 0 11 Feb 2018
$$\mathcal{G}$-SGD: Optimizing ReLU Neural Networks in its Positively Scale-Invariant Space$ $\mathcal{G}$ -SGD: Optimizing ReLU Neural Networks in its Positively Scale-Invariant Space Qi Meng Shuxin Zheng Huishuai Zhang Wei Chen Zhi-Ming Ma Tie-Yan Liu 35 38 0 11 Feb 2018
On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks Yukun Ding Jinglan Liu Jinjun Xiong Yiyu Shi MQ 37 21 0 10 Feb 2018
Joint Learning for Pulmonary Nodule Segmentation, Attributes and Malignancy Prediction Botong Wu Zhen Zhou Jianwei Wang Yizhou Wang 25 120 0 10 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li-Jia Li Song Han 35 1,342 0 10 Feb 2018
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 15 983 0 07 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 34 12,911 0 07 Feb 2018
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices Ramyad Hadidi Jiashen Cao M. Woodward Michael S. Ryoo Hyesoon Kim 14 34 0 05 Feb 2018
Face Destylization Fatemeh Shiri Xin-Yao Yu Fatih Porikli Piotr Koniusz CVBM 18 14 0 05 Feb 2018
Hierarchical Adversarially Learned Inference Mohamed Ishmael Belghazi Sai Rajeswar Olivier Mastropietro Negar Rostamzadeh Jovana Mitrović Aaron Courville GAN BDL 40 29 0 04 Feb 2018
Intriguing Properties of Randomly Weighted Networks: Generalizing While Learning Next to Nothing Amir Rosenfeld John K. Tsotsos MLT 32 51 0 02 Feb 2018
Clustering and Unsupervised Anomaly Detection with L2 Normalized Deep Auto-Encoder Representations Çağlar Aytekin Xingyang Ni Francesco Cricri Emre B. Aksu SSL UQCV 18 146 0 01 Feb 2018
Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers Jianbo Ye Xin Lu Zhe-nan Lin Jianmin Wang 27 406 0 01 Feb 2018
Cross-domain CNN for Hyperspectral Image Classification Hyungtae Lee Sungmin Eum H. Kwon 23 21 0 31 Jan 2018
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks Xi Cheng Xiang Li Ying Tai Jian Yang 26 57 0 31 Jan 2018
Multichannel Sound Event Detection Using 3D Convolutional Neural Networks for Learning Inter-channel Features Sharath Adavanne A. Politis Tuomas Virtanen 3DPC 9 41 0 29 Jan 2018
Road Damage Detection Using Deep Neural Networks with Images Captured Through a Smartphone Hiroya Maeda Y. Sekimoto Toshikazu Seto Takehiro Kashiyama Hiroshi Omata 25 664 0 29 Jan 2018
Tell-and-Answer: Towards Explainable Visual Question Answering using Attributes and Captions Qing Li Jianlong Fu D. Yu Tao Mei Jiebo Luo FAtt XAI CoGe 51 60 0 27 Jan 2018
Recasting Gradient-Based Meta-Learning as Hierarchical Bayes Erin Grant Chelsea Finn Sergey Levine Trevor Darrell Thomas Griffiths BDL 26 505 0 26 Jan 2018
Generative Adversarial Networks using Adaptive Convolution Nhat M. Nguyen Nilanjan Ray GAN 15 1 0 25 Jan 2018
Accurate Weakly Supervised Deep Lesion Segmentation on CT Scans: Self-Paced 3D Mask Generation from RECIST Jinzheng Cai Youbao Tang Le Lu Adam P. Harrison Ke Yan Jing Xiao Lin Yang Ronald M. Summers MedIm 49 13 0 25 Jan 2018
Phonocardiographic Sensing using Deep Learning for Abnormal Heartbeat Detection S. Latif Muhammad Usman R. Rana Junaid Qadir 29 143 0 25 Jan 2018
NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction Yuan Gao Jiayi Ma Mingbo Zhao Wei Liu Alan Yuille 36 252 0 25 Jan 2018
$PointCNN: Convolution On $\mathcal{X}$-Transformed Points$ PointCNN: Convolution On $\mathcal{X}$ -Transformed Points Yangyan Li Rui Bu Mingchao Sun Wei Wu Xinhan Di Baoquan Chen 3DPC 140 2,422 0 23 Jan 2018
Clustering with Deep Learning: Taxonomy and New Methods Elie Aljalbout Vladimir Golkov Yawar Siddiqui Maximilian Strobel Daniel Cremers 33 239 0 23 Jan 2018
Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation Chichen Fu Soonam Lee D. J. Ho Shuo Han P. Salama K. Dunn Edward J. Delp 3DV MedIm 14 63 0 22 Jan 2018
BinaryRelax: A Relaxation Approach For Training Deep Neural Networks With Quantized Weights Penghang Yin Shuai Zhang J. Lyu Stanley Osher Y. Qi Jack Xin MQ 22 78 0 19 Jan 2018
Describing Semantic Representations of Brain Activity Evoked by Visual Stimuli Eri Matsuo Ichiro Kobayashi Shinji Nishimoto S. Nishida H. Asoh 21 14 0 19 Jan 2018
MRI Tumor Segmentation with Densely Connected 3D CNN Lele Chen Yue Wu Adora M. DSouza A. Abidin A. Wismüller Chenliang Xu 39 119 0 18 Jan 2018
Sparsely Aggregated Convolutional Networks Ligeng Zhu Ruizhi Deng Michael Maire Zhiwei Deng Greg Mori P. Tan 3DPC 32 9 0 18 Jan 2018
Deep Neural Networks for Survival Analysis Based on a Multi-Task Framework Stephane Fotso 19 123 0 17 Jan 2018
An Automated System for Epilepsy Detection using EEG Brain Signals based on Deep Learning Approach I. Ullah M. Hussain Emad-ul-Haq Qazi Hatim Aboalsamh 28 479 0 16 Jan 2018
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers Mahendra Khened Alex Varghese Ganapathy Krishnamurthi 24 310 0 16 Jan 2018
An Accurate and Real-time Self-blast Glass Insulator Location Method Based On Faster R-CNN and U-net with Aerial Images Zenan Ling Robert C. Qiu Zhijian Jin Yuhang Zhang Xing He Haichun Liu L. Chu 26 48 0 16 Jan 2018
Understanding the Disharmony between Dropout and Batch Normalization by Variance Shift Xiang Li Shuo Chen Xiaolin Hu Jian Yang 39 309 0 16 Jan 2018
Grounded Language Understanding for Manipulation Instructions Using GAN-Based Classification K. Sugiura Hisashi Kawai 36 7 0 16 Jan 2018
Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR Mohsen Ghafoorian Jonas Teuwen R. Manniesing F.‐E. Leeuw Bram van Ginneken N. Karssemeijer B. Platel 31 17 0 15 Jan 2018
Multivariate LSTM-FCNs for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Samuel Harford AI4TS 29 824 0 14 Jan 2018
MINE: Mutual Information Neural Estimation Mohamed Ishmael Belghazi A. Baratin Sai Rajeswar Sherjil Ozair Yoshua Bengio Aaron Courville R. Devon Hjelm DRL 59 1,250 0 12 Jan 2018