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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
Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss Subhankar Roy Aliaksandr Siarohin E. Sangineto Samuel Rota Buló N. Sebe Elisa Ricci 126 164 0 07 Mar 2019
Weakly Supervised Complementary Parts Models for Fine-Grained Image Classification from the Bottom Up Weifeng Ge Xiangru Lin Yizhou Yu 107 257 0 07 Mar 2019
Multi-output Bus Travel Time Prediction with Convolutional LSTM Neural Network N. Petersen Filipe Rodrigues Francisco Câmara Pereira AI4TS 53 226 0 07 Mar 2019
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing Chi Zhang Feng Gao Baoxiong Jia Yixin Zhu Song-Chun Zhu AIMat 74 312 0 07 Mar 2019
Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries Jawadul H. Bappy Cody Simons L. Nataraj B. S. Manjunath Amit K. Roy-Chowdhury 74 346 0 06 Mar 2019
Self-Supervised Learning of 3D Human Pose using Multi-view Geometry Muhammed Kocabas Salih Karagoz Emre Akbas SSL 101 270 0 06 Mar 2019
Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases Yu Chen Lingfei Wu Mohammed J Zaki KELM RALM 91 123 0 06 Mar 2019
Decoders Matter for Semantic Segmentation: Data-Dependent Decoding Enables Flexible Feature Aggregation Zhi Tian Tong He Chunhua Shen Youliang Yan 88 216 0 05 Mar 2019
Deep Learning in Medical Image Registration: A Survey Grant Haskins Uwe Krüger Pingkun Yan MedIm 115 599 0 05 Mar 2019
A Deep Learning based approach to VM behavior identification in cloud systems Matteo Stefanini R. Lancellotti Lorenzo Baraldi Simone Calderara GNN 45 7 0 05 Mar 2019
Leveraging Shape Completion for 3D Siamese Tracking Silvio Giancola Jesus Zarzar Guohao Li 3DPC 90 156 0 05 Mar 2019
Towards Understanding Chinese Checkers with Heuristics, Monte Carlo Tree Search, and Deep Reinforcement Learning Ziyu Liu Meng Zhou Weiqing Cao Qiang Qu H. W. F. Yeung Yuk Ying Chung 59 4 0 05 Mar 2019
Deep Learning Based Motion Planning For Autonomous Vehicle Using Spatiotemporal LSTM Network Zhengwei Bai B. Cai Shangguan Wei Linguo Chai 31 27 0 05 Mar 2019
Distinguishing mirror from glass: A 'big data' approach to material perception Hideki Tamura Konrad E. Prokott R. Fleming OOD AAML 65 9 0 05 Mar 2019
Collaborative Spatio-temporal Feature Learning for Video Action Recognition Chong Li Qiaoyong Zhong Di Xie Shiliang Pu 83 82 0 04 Mar 2019
Complement Objective Training Hao-Yun Chen Pei-Hsin Wang Chun-Hao Liu Shih-Chieh Chang Jia Pan Yutian Chen Wei Wei Da-Cheng Juan AAML 71 49 0 04 Mar 2019
COMIC: Towards A Compact Image Captioning Model with Attention J. Tan Chee Seng Chan Joon Huang Chuah VLM 78 40 0 04 Mar 2019
Spatiotemporal Pyramid Network for Video Action Recognition Yunbo Wang Mingsheng Long Jianmin Wang Philip S. Yu 97 229 0 04 Mar 2019
Accelerating Training of Deep Neural Networks with a Standardization Loss Jasmine Collins Johannes Ballé Jonathon Shlens 44 3 0 03 Mar 2019
Efficient Reinforcement Learning for StarCraft by Abstract Forward Models and Transfer Learning Ruo-Ze Liu Haifeng Guo Xiaozhong Ji Yang Yu Zhen-Jia Pang Zitai Xiao Yuzhou Wu Tong Lu OffRL 97 13 0 02 Mar 2019
Deep Optimization model for Screen Content Image Quality Assessment using Neural Networks Xuhao Jiang Liquan Shen Guorui Feng Liangwei Yu P. An 45 9 0 02 Mar 2019
A Behavioral Approach to Visual Navigation with Graph Localization Networks Kevin Chen Juan Pablo de Vicente G. Sepulveda Fei Xia Á. Soto Nathan Tsoi Silvio Savarese GNN 76 100 0 01 Mar 2019
PEA265: Perceptual Assessment of Video Compression Artifacts Liqun Lin Shiqi Yu Tiesong Zhao Zhou Wang 65 29 0 01 Mar 2019
Adversarial Generation of Handwritten Text Images Conditioned on Sequences Eloi Alonso Bastien Moysset Ronaldo O. Messina GAN 61 82 0 01 Mar 2019
From Visual to Acoustic Question Answering Jerome Abdelnour G. Salvi Jean Rouat 70 3 0 28 Feb 2019
Scaling Matters in Deep Structured-Prediction Models Aleksandr Shevchenko A. Osokin 53 1 0 28 Feb 2019
Biometric Presentation Attack Detection: Beyond the Visible Spectrum Ruben Tolosana M. Gomez-Barrero Christoph Busch J. Ortega-Garcia AAML 66 76 0 28 Feb 2019
Segmentation of Roots in Soil with U-Net Abraham George Smith Jens Petersen Raghavendra Selvan C. Rasmussen 70 125 0 28 Feb 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 99 302 0 28 Feb 2019
Towards Robust ResNet: A Small Step but A Giant Leap Jingfeng Zhang Bo Han L. Wynter K. H. Low Mohan Kankanhalli 119 41 0 28 Feb 2019
Semi-supervised GANs to Infer Travel Modes in GPS Trajectories A. Yazdizadeh Zachary Patterson Bilal Farooq AI4TS GAN 37 11 0 27 Feb 2019
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 81 169 0 27 Feb 2019
Adversarial Attacks on Time Series Fazle Karim Somshubra Majumdar H. Darabi AI4TS 94 100 0 27 Feb 2019
Customizing Object Detectors for Indoor Robots Saif Alabachi G. Sukthankar Rahul Sukthankar 37 17 0 27 Feb 2019
Regularity Normalization: Neuroscience-Inspired Unsupervised Attention across Neural Network Layers Baihan Lin 86 2 0 27 Feb 2019
Fix Your Features: Stationary and Maximally Discriminative Embeddings using Regular Polytope (Fixed Classifier) Networks F. Pernici Matteo Bruni C. Baecchi A. Bimbo 92 11 0 27 Feb 2019
Hypernetwork functional image representation Sylwester Klocek Lukasz Maziarka Maciej Wołczyk Jacek Tabor Jakub Nowak Marek Śmieja SupR 3DH 156 92 0 27 Feb 2019
Can learning from natural image denoising be used for seismic data interpolation? Hao Zhang Xiuyan Yang Jianwei Ma 53 72 0 27 Feb 2019
FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning P. Whatmough Chuteng Zhou Patrick Hansen S. Venkataramanaiah Jae-sun Seo Matthew Mattina 73 58 0 27 Feb 2019
Zero-shot Learning of 3D Point Cloud Objects A. Cheraghian Shafin Rahman L. Petersson 3DPC 92 57 0 27 Feb 2019
Acoustic scene classification using multi-layer temporal pooling based on convolutional neural network Liwen Zhang Jiqing Han 44 6 0 26 Feb 2019
STAR-Net: Action Recognition using Spatio-Temporal Activation Reprojection William J. McNally A. Wong J. McPhee HAI 3DH 65 26 0 26 Feb 2019
Diagnosis of Alzheimer's Disease via Multi-modality 3D Convolutional Neural Network Yechong Huang Jiahang Xu Lihao Liu Tong Tong Xiahai Zhuang the Alzheimer's Disease Neuroimaging Initiative MedIm 71 216 0 26 Feb 2019
Learning More with Less: Conditional PGGAN-based Data Augmentation for Brain Metastases Detection Using Highly-Rough Annotation on MR Images Changhee Han K. Murao T. Noguchi Yusuke Kawata F. Uchiyama L. Rundo Hideki Nakayama Shiníchi Satoh MedIm 66 100 0 26 Feb 2019
Interaction-aware Factorization Machines for Recommender Systems Fuxing Hong Dongbo Huang Ge Chen 55 38 0 26 Feb 2019
Learning a Deep ConvNet for Multi-label Classification with Partial Labels Thibaut Durand Nazanin Mehrasa Greg Mori SSL 104 233 0 26 Feb 2019
MFQE 2.0: A New Approach for Multi-frame Quality Enhancement on Compressed Video Qunliang Xing Zhenyu Guan Mai Xu Ren Yang Tie Liu Zulin Wang 110 202 0 26 Feb 2019
Learning Implicitly Recurrent CNNs Through Parameter Sharing Pedro H. P. Savarese Michael Maire 96 70 0 26 Feb 2019
AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks B. Chang Minmin Chen E. Haber Ed H. Chi PINN GNN 131 207 0 26 Feb 2019
NAS-Bench-101: Towards Reproducible Neural Architecture Search Chris Ying Aaron Klein Esteban Real Eric Christiansen Kevin Patrick Murphy Frank Hutter 112 690 0 25 Feb 2019