v1v2v3 (latest)

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

11 February 2015

Sergey Ioffe

Christian Szegedy

OOD

ArXiv (abs)PDF HTML

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

50 / 11,231 papers shown

Title
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 112 691 0 25 Feb 2019
Deep Learning for Low-Dose CT Denoising Maryam Gholizadeh-Ansari J. Alirezaie P. Babyn MedIm 69 115 0 25 Feb 2019
FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation P. Voigtlaender Yuning Chai Florian Schroff Hartwig Adam Bastian Leibe Liang-Chieh Chen VOS 144 422 0 25 Feb 2019
Towards Corner Case Detection for Autonomous Driving Jan-Aike Termöhlen Andreas Bär Daniel Lipinski Tim Fingscheidt AAML 86 96 0 25 Feb 2019
Dynamic Feature Fusion for Semantic Edge Detection Yuan Hu Yunpeng Chen Xiang Li Jiashi Feng 71 69 0 25 Feb 2019
Field-aware Neural Factorization Machine for Click-Through Rate Prediction Li Zhang Weichen Shen Shijian Li Gang Pan 60 34 0 25 Feb 2019
An Effective Hit-or-Miss Layer Favoring Feature Interpretation as Learned Prototypes Deformations Adrien Deliège A. Cioppa Marc Van Droogenbroeck 66 3 0 23 Feb 2019
ParticleNet: Jet Tagging via Particle Clouds H. Qu L. Gouskos 3DPC MU 104 231 0 22 Feb 2019
Similarity Learning Networks for Animal Individual Re-Identification -- Beyond the Capabilities of a Human Observer Stefan Schneider Graham W. Taylor Stefan S. Linquist Stefan C. Kremer 51 64 0 21 Feb 2019
Learned Step Size Quantization S. K. Esser J. McKinstry Deepika Bablani R. Appuswamy D. Modha MQ 79 813 0 21 Feb 2019
Deep CNN-based Speech Balloon Detection and Segmentation for Comic Books David Dubray Jochen Laubrock 27 27 0 21 Feb 2019
A Mean Field Theory of Batch Normalization Greg Yang Jeffrey Pennington Vinay Rao Jascha Narain Sohl-Dickstein S. Schoenholz 88 180 0 21 Feb 2019
Learning representations of irregular particle-detector geometry with distance-weighted graph networks S. Qasim J. Kieseler Y. Iiyama M. Pierini 105 137 0 21 Feb 2019
TomoGAN: Low-Dose Synchrotron X-Ray Tomography with Generative Adversarial Networks Zhengchun Liu Tekin Bicer R. Kettimuthu D. Gursoy F. Carlo Ian Foster MedIm GAN 135 96 0 20 Feb 2019
Adaptive scale-invariant online algorithms for learning linear models Michal Kempka W. Kotłowski Manfred K. Warmuth 96 31 0 20 Feb 2019
An efficient solution for semantic segmentation: ShuffleNet V2 with atrous separable convolutions Sercan Turkmen J. Heikkilä SSeg 48 23 0 20 Feb 2019
LipschitzLR: Using theoretically computed adaptive learning rates for fast convergence Rahul Yedida Snehanshu Saha Tejas Prashanth ODL 53 12 0 20 Feb 2019
Shallow Neural Networks for Fluid Flow Reconstruction with Limited Sensors N. Benjamin Erichson L. Mathelin Z. Yao Steven L. Brunton Michael W. Mahoney J. Nathan Kutz AI4CE 61 34 0 20 Feb 2019
Using Conditional Generative Adversarial Networks to Generate Ground-Level Views From Overhead Imagery XueQing Deng Yi Zhu Shawn D. Newsam GAN 36 7 0 19 Feb 2019
WIDER Face and Pedestrian Challenge 2018: Methods and Results Chen Change Loy Dahua Lin Wanli Ouyang Yuanjun Xiong Shuo Yang ... Qiaokang Xie Ziyang Wu Lei Lu Yiheng Liu Wen-gang Zhou CVBM 69 38 0 19 Feb 2019
LocalNorm: Robust Image Classification through Dynamically Regularized Normalization Bojian Yin S. Schaafsma Henk Corporaal H. Scholte S. Bohté 30 2 0 18 Feb 2019
Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology David Tellez G. Litjens Péter Bándi W. Bulten J. Bokhorst F. Ciompi Jeroen van der Laak MedIm OOD 64 490 0 18 Feb 2019
2017 Robotic Instrument Segmentation Challenge M. Allan Alexey A. Shvets T. Kurmann Zichen Zhang Rahul Duggal ... Jian Yang Danail Stoyanov Lena Maier-Hein Stefanie Speidel M. Azizian 89 231 0 18 Feb 2019
A semi-supervised deep residual network for mode detection in Wi-Fi signals Arash Kalatian Bilal Farooq HAI 34 10 0 17 Feb 2019
"Touching to See" and "Seeing to Feel": Robotic Cross-modal SensoryData Generation for Visual-Tactile Perception Jet-Tsyn Lee Danushka Bollegala Shan Luo 59 98 0 17 Feb 2019
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNet Meiyu Li Hailiang Tang M. Chan Xiaobo Zhou Xiaohua Qian MedIm AI4CE 83 54 0 16 Feb 2019
Deep Learning for Image Super-resolution: A Survey Zhihao Wang Jian Chen Guosheng Lin SupR 94 1,455 0 16 Feb 2019
A Convolutional Network for Sleep Stages Classification Isaac Fernández-Varela Elena Hernández-Pereira D. Álvarez-Estévez V. Moret-Bonillo 45 9 0 15 Feb 2019
Going Deep in Medical Image Analysis: Concepts, Methods, Challenges and Future Directions F. Altaf Syed Mohammed Shamsul Islam Naveed Akhtar N. Janjua OOD 113 201 0 15 Feb 2019
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection Binhang Yuan Chen Wang Chen Luo Fei Jiang Mingsheng Long Philip S. Yu Yuan Liu 66 25 0 14 Feb 2019
CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity Aditya Bhatt Daniel Palenicek Boris Belousov Max Argus Artemij Amiranashvili Thomas Brox Jan Peters 131 57 0 14 Feb 2019
Sparse and noisy LiDAR completion with RGB guidance and uncertainty Wouter Van Gansbeke D. Neven Bert De Brabandere Luc Van Gool 3DV 80 251 0 14 Feb 2019
On instabilities of deep learning in image reconstruction - Does AI come at a cost? Vegard Antun F. Renna C. Poon Ben Adcock A. Hansen 82 610 0 14 Feb 2019
Transfusion: Understanding Transfer Learning for Medical Imaging M. Raghu Chiyuan Zhang Jon M. Kleinberg Samy Bengio MedIm 94 987 0 14 Feb 2019
Probabilistic Neural Architecture Search F. P. Casale Jonathan Gordon Nicolò Fusi TPM 75 77 0 13 Feb 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 138 1,733 0 13 Feb 2019
DeeperLab: Single-Shot Image Parser Tien-Ju Yang Maxwell D. Collins Yukun Zhu Jyh-Jing Hwang Ting Liu Xiao Zhang Vivienne Sze George Papandreou Liang-Chieh Chen SSeg VLM 129 191 0 13 Feb 2019
Learning to see across Domains and Modalities Fabio Maria Carlucci 88 0 0 13 Feb 2019
Deep Divergence-Based Approach to Clustering Michael C. Kampffmeyer Sigurd Løkse F. Bianchi L. Livi Arnt-Børre Salberg Robert Jenssen 66 63 0 13 Feb 2019
Sample Variance Decay in Randomly Initialized ReLU Networks Kyle L. Luther H. S. Seung 54 3 0 13 Feb 2019
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation Greg Yang 218 289 0 13 Feb 2019
Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT B. D. de Vos J. Wolterink T. Leiner P. D. de Jong Nikolas Lessmann Ivana Isgum 65 88 0 12 Feb 2019
ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero Yuandong Tian Jerry Ma Qucheng Gong Shubho Sengupta Zhuoyuan Chen James Pinkerton C. L. Zitnick 102 110 0 12 Feb 2019
Binary Stochastic Filtering: a Method for Neural Network Size Minimization and Supervised Feature Selection Andrii Trelin A. Procházka MQ 29 1 0 12 Feb 2019