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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
You Look Twice: GaterNet for Dynamic Filter Selection in CNNs Zhourong Chen Yang Li Samy Bengio Si Si 105 99 0 27 Nov 2018
Label-Noise Robust Generative Adversarial Networks Takuhiro Kaneko Yoshitaka Ushiku Tatsuya Harada NoLa 104 60 0 27 Nov 2018
Class-Distinct and Class-Mutual Image Generation with GANs Takuhiro Kaneko Yoshitaka Ushiku Tatsuya Harada 100 9 0 27 Nov 2018
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery Krishna Kumar Singh Utkarsh Ojha Yong Jae Lee OCL 151 132 0 27 Nov 2018
MobiFace: A Lightweight Deep Learning Face Recognition on Mobile Devices C. Duong Kha Gia Quach Ibsa Jalata Nghia T. Nguyen Khoa Luu CVBM 3DH 94 59 0 27 Nov 2018
Fast Object Detection in Compressed Video Shiyao Wang Hongchao Lu Zhidong Deng ObjD 69 59 0 27 Nov 2018
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 133 1,112 0 27 Nov 2018
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation Junsong Fan Zhaoxiang Zhang Tieniu Tan Chunfeng Song Jun Xiao 153 212 0 27 Nov 2018
Learning View Priors for Single-view 3D Reconstruction Hiroharu Kato Tatsuya Harada 118 80 0 26 Nov 2018
Similarity-preserving Image-image Domain Adaptation for Person Re-identification Weijian Deng Liang Zheng QiXiang Ye Yi Yang Jianbin Jiao GAN 40 16 0 26 Nov 2018
Deep Network Interpolation for Continuous Imagery Effect Transition Xintao Wang K. Yu Chao Dong Xiaoou Tang Chen Change Loy SupR 109 106 0 26 Nov 2018
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 115 447 0 26 Nov 2018
Learning to discover and localize visual objects with open vocabulary Keren Ye Ruotong Wang Wei Li Danfeng Qin Adriana Kovashka Jesse Berent ObjD 48 4 0 25 Nov 2018
Ensemble of Multi-View Learning Classifiers for Cross-Domain Iris Presentation Attack Detection Andrey Kuehlkamp A. Pinto Anderson de Rezende Rocha Kevin W. Bowyer A. Czajka 46 60 0 25 Nov 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 112 1,655 0 25 Nov 2018
Temporal Bilinear Networks for Video Action Recognition Yanghao Li Sijie Song Yuqi Li Jiaying Liu 66 34 0 25 Nov 2018
Learning Sound Events From Webly Labeled Data Anurag Kumar Ankit Parag Shah Bhiksha Raj Alexander G. Hauptmann NoLa 101 12 0 25 Nov 2018
Deep RNN Framework for Visual Sequential Applications Bo Pang Kaiwen Zha Hanwen Cao Chen Shi Cewu Lu ViT HAI 128 49 0 25 Nov 2018
Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference Edward Chou Josh Beal Daniel Levy Serena Yeung Albert Haque Li Fei-Fei 67 200 0 25 Nov 2018
Forward Stability of ResNet and Its Variants Linan Zhang Hayden Schaeffer 121 48 0 24 Nov 2018
Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic Instruction Alaaeldin El-Nouby Shikhar Sharma Hannes Schulz Devon Hjelm Layla El Asri Samira Ebrahimi Kahou Yoshua Bengio Graham W.Taylor VLM 111 123 0 24 Nov 2018
TrIMS: Transparent and Isolated Model Sharing for Low Latency Deep LearningInference in Function as a Service Environments Abdul Dakkak Cheng-rong Li Simon Garcia De Gonzalo Jinjun Xiong Wen-mei W. Hwu 50 19 0 24 Nov 2018
Interpretable Convolutional Filters with SincNet Mirco Ravanelli Yoshua Bengio 93 107 0 23 Nov 2018
Model-Based Reinforcement Learning for Sepsis Treatment Aniruddh Raghu Matthieu Komorowski Sumeetpal S. Singh OffRL LM&MA 54 54 0 23 Nov 2018
MURAUER: Mapping Unlabeled Real Data for Label AUstERity Georg Poier M. Opitz David Schinagl Horst Bischof 3DH 62 18 0 23 Nov 2018
MVPNet: Multi-View Point Regression Networks for 3D Object Reconstruction from A Single Image Jinglu Wang Bo Sun Yan Lu 3DPC 3DV 82 41 0 23 Nov 2018
Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack Adnan Siraj Rakin Zhezhi He Deliang Fan AAML 67 292 0 22 Nov 2018
Strength in Numbers: Trading-off Robustness and Computation via Adversarially-Trained Ensembles Edward Grefenstette Robert Stanforth Brendan O'Donoghue J. Uesato G. Swirszcz Pushmeet Kohli AAML 80 18 0 22 Nov 2018
NeuroTreeNet: A New Method to Explore Horizontal Expansion Network S. Lou Yan Luo Q. Fan F. Chen Yiping Chen Cheng-Yu Wang Jonathan Li 31 0 0 22 Nov 2018
IEGAN: Multi-purpose Perceptual Quality Image Enhancement Using Generative Adversarial Network A. Bhunia P. Kishore Pranay Mukherjee P. Roy GAN 47 18 0 22 Nov 2018
Driver Behavior Recognition via Interwoven Deep Convolutional Neural Nets with Multi-stream Inputs Chaoyun Zhang Rui Li Woojin Kim Daesub Yoon P. Patras 103 49 0 22 Nov 2018
Data Augmentation using Random Image Cropping and Patching for Deep CNNs Ryo Takahashi Takashi Matsubara K. Uehara 105 331 0 22 Nov 2018
On a Sparse Shortcut Topology of Artificial Neural Networks Fenglei Fan Dayang Wang Hengtao Guo Qikui Zhu Pingkun Yan Ge Wang Hengyong Yu 139 22 0 22 Nov 2018
An Efficient Approach to Informative Feature Extraction from Multimodal Data Lichen Wang Jiaxiang Wu Shao-Lun Huang Lizhong Zheng Xiangxiang Xu Lin Zhang Junzhou Huang 71 66 0 22 Nov 2018
Spread Divergence Mingtian Zhang Peter Hayes Thomas Bird Raza Habib David Barber MedIm UD 96 20 0 21 Nov 2018
Rethinking ImageNet Pre-training Kaiming He Ross B. Girshick Piotr Dollár VLM SSeg 223 1,089 0 21 Nov 2018
Regularizing by the Variance of the Activations' Sample-Variances Etai Littwin Lior Wolf VLM 59 12 0 21 Nov 2018
Attention-Based Deep Neural Networks for Detection of Cancerous and Precancerous Esophagus Tissue on Histopathological Slides Naofumi Tomita B. Abdollahi Jason W. Wei Bing Ren A. Suriawinata Saeed Hassanpour MedIm 82 171 0 20 Nov 2018
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 112 1,699 0 20 Nov 2018
Near Real-Time Object Recognition for Pepper based on Deep Neural Networks Running on a Backpack E. Reyes C. Gómez Esteban Norambuena Javier Ruiz-del-Solar 29 11 0 20 Nov 2018
Orthographic Feature Transform for Monocular 3D Object Detection Thomas Roddick Alex Kendall R. Cipolla 98 371 0 20 Nov 2018
Limited Gradient Descent: Learning With Noisy Labels Yi Sun Yan Tian Yiping Xu Jianxiang Li NoLa 68 13 0 20 Nov 2018
Gradient-Coherent Strong Regularization for Deep Neural Networks Dae Hoon Park C. Ho Yi Chang Huaqing Zhang ODL 25 1 0 20 Nov 2018
Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training Fangda Gu Armin Askari L. Ghaoui 104 39 0 20 Nov 2018
Deep Active Learning with a Neural Architecture Search Yonatan Geifman Ran El-Yaniv AI4CE 90 45 0 19 Nov 2018
Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Yunbo Wang Jianjin Zhang Hongyu Zhu Mingsheng Long Jianmin Wang Philip S Yu AI4TS 97 323 0 19 Nov 2018
Segregated Temporal Assembly Recurrent Networks for Weakly Supervised Multiple Action Detection Yunlu Xu Chengwei Zhang Zhanzhan Cheng Jianwen Xie Yi Niu Shiliang Pu Leilei Gan 91 81 0 19 Nov 2018
Generalizable Adversarial Training via Spectral Normalization Farzan Farnia Jesse M. Zhang David Tse OOD AAML 90 140 0 19 Nov 2018
The PyTorch-Kaldi Speech Recognition Toolkit Mirco Ravanelli Titouan Parcollet Yoshua Bengio VLM OffRL 60 227 0 19 Nov 2018
Harmonic Recomposition using Conditional Autoregressive Modeling Kyle Kastner Rithesh Kumar Tim Cooijmans Aaron Courville 52 0 0 18 Nov 2018