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"

50 / 7,242 papers shown

Title
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future Directions Stylianos I. Venieris Alexandros Kouris C. Bouganis 19 184 0 15 Mar 2018
Virtual CNN Branching: Efficient Feature Ensemble for Person Re-Identification Albert Gong Qiang Qiu Guillermo Sapiro 3DPC 24 3 0 15 Mar 2018
Deep Adaptive Attention for Joint Facial Action Unit Detection and Face Alignment Zhiwen Shao Zhilei Liu Jianfei Cai Lizhuang Ma CVBM 18 175 0 15 Mar 2018
Averaging Weights Leads to Wider Optima and Better Generalization Pavel Izmailov Dmitrii Podoprikhin T. Garipov Dmitry Vetrov A. Wilson FedML MoMe 60 1,619 0 14 Mar 2018
Structural Agnostic Modeling: Adversarial Learning of Causal Graphs Diviyan Kalainathan Olivier Goudet Isabelle M Guyon David Lopez-Paz Michèle Sebag CML 26 93 0 13 Mar 2018
Flipout: Efficient Pseudo-Independent Weight Perturbations on Mini-Batches Yeming Wen Paul Vicol Jimmy Ba Dustin Tran Roger C. Grosse BDL 22 307 0 12 Mar 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 45 1,304 0 12 Mar 2018
A Deep Learning Based Behavioral Approach to Indoor Autonomous Navigation G. Sepulveda Juan Carlos Niebles Á. Soto GNN 16 37 0 12 Mar 2018
ShuffleSeg: Real-time Semantic Segmentation Network M. Gamal Mennatullah Siam Moemen Abdel-Razek SSeg 33 59 0 10 Mar 2018
Variance Networks: When Expectation Does Not Meet Your Expectations Kirill Neklyudov Dmitry Molchanov Arsenii Ashukha Dmitry Vetrov UQCV 18 23 0 10 Mar 2018
Cross-View Image Synthesis using Conditional GANs Krishna Regmi Ali Borji GAN 43 184 0 09 Mar 2018
Compositional Attention Networks for Machine Reasoning Drew A. Hudson Christopher D. Manning BDL OOD LRM 32 572 0 08 Mar 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 64 2,217 0 08 Mar 2018
HENet:A Highly Efficient Convolutional Neural Networks Optimized for Accuracy, Speed and Storage Qiuyu Zhu Ruixin Zhang 3DH 28 5 0 07 Mar 2018
Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer's Disease Classification Chengliang Yang Anand Rangarajan Sanjay Ranka FAtt 21 139 0 07 Mar 2018
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose Zhichao Yin Jianping Shi MDE 11 1,133 0 06 Mar 2018
Path Aggregation Network for Instance Segmentation Shu Liu Lu Qi Haifang Qin Jianping Shi Jiaya Jia ISeg SSeg 61 5,643 0 05 Mar 2018
An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks Qianxiao Li Shuji Hao 19 75 0 04 Mar 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 38 1,547 0 03 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 29 873 0 03 Mar 2018
Essentially No Barriers in Neural Network Energy Landscape Felix Dräxler K. Veschgini M. Salmhofer Fred Hamprecht MoMe 20 424 0 02 Mar 2018
Can we steal your vocal identity from the Internet?: Initial investigation of cloning Obama's voice using GAN, WaveNet and low-quality found data Jaime Lorenzo-Trueba Fuming Fang Xin Wang Isao Echizen Junichi Yamagishi Tomi Kinnunen 6 73 0 02 Mar 2018
Diversity and degrees of freedom in regression ensembles Henry W. J. Reeve Gavin Brown UQCV 23 22 0 01 Mar 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 42 168 0 01 Mar 2018
Ring loss: Convex Feature Normalization for Face Recognition Yutong Zheng Dipan K. Pal Marios Savvides CVBM 19 198 0 28 Feb 2018
Using Deep Learning for Segmentation and Counting within Microscopy Data Carlos X. Hernández Mohammad M. Sultan Vijay S. Pande 25 33 0 28 Feb 2018
Pop Music Highlighter: Marking the Emotion Keypoints Yu-Siang Huang Szu-Yu Chou Yi-Hsuan Yang 23 16 0 28 Feb 2018
Compressing Neural Networks using the Variational Information Bottleneck Bin Dai Chen Zhu David Wipf MLT 26 178 0 28 Feb 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 25 1,529 0 28 Feb 2018
Neural Inverse Rendering for General Reflectance Photometric Stereo Tatsunori Taniai Takanori Maehara 20 103 0 28 Feb 2018
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse Coding Dong Liu Ke Sun Zhangyang Wang Runsheng Liu Zhengjun Zha 24 12 0 28 Feb 2018
Var-CNN: A Data-Efficient Website Fingerprinting Attack Based on Deep Learning Sanjit Bhat David Lu Albert Kwon S. Devadas AAML 21 190 0 28 Feb 2018
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data Amjad Almahairi Sai Rajeswar Alessandro Sordoni Philip Bachman Aaron Courville GAN 18 420 0 27 Feb 2018
Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs T. Garipov Pavel Izmailov Dmitrii Podoprikhin Dmitry Vetrov A. Wilson UQCV 25 734 0 27 Feb 2018
Simultaneous Traffic Sign Detection and Boundary Estimation using Convolutional Neural Network Hee Seok Lee Kang-jik Kim 16 129 0 27 Feb 2018
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network Zizhao Zhang L. Yang Yefeng Zheng MedIm 50 378 0 27 Feb 2018
Disentangling the independently controllable factors of variation by interacting with the world Valentin Thomas Emmanuel Bengio W. Fedus Jules Pondard Philippe Beaudoin Hugo Larochelle Joelle Pineau Doina Precup Yoshua Bengio DRL CoGe CML 24 61 0 26 Feb 2018
Yedrouj-Net: An efficient CNN for spatial steganalysis Mehdi Yedroudj Frédéric Comby Marc Chaumont 22 222 0 26 Feb 2018
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis Tal Ben-Nun Torsten Hoefler GNN 33 702 0 26 Feb 2018
Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial Network Zizhao Zhang Yuanpu Xie L. Yang EGVM 32 304 0 26 Feb 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 16 685 0 25 Feb 2018
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs Andres Milioto C. Stachniss SSeg 43 86 0 25 Feb 2018
Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari P. Chrabaszcz I. Loshchilov Frank Hutter 32 99 0 24 Feb 2018
Single Image Super-Resolution via Cascaded Multi-Scale Cross Network Yanting Hu Xinbo Gao Jie Li Yuanfei Huang Hanzi Wang SupR 30 52 0 24 Feb 2018
A Walk with SGD Chen Xing Devansh Arpit Christos Tsirigotis Yoshua Bengio 27 118 0 24 Feb 2018
Deep Defense: Training DNNs with Improved Adversarial Robustness Ziang Yan Yiwen Guo Changshui Zhang AAML 38 109 0 23 Feb 2018
Deep Multimodal Learning for Emotion Recognition in Spoken Language Yue Gu Shuhong Chen I. Marsic 18 39 0 22 Feb 2018
Harmonious Attention Network for Person Re-Identification Wei Li Xiatian Zhu S. Gong 21 1,341 0 22 Feb 2018
Neural Predictive Coding using Convolutional Neural Networks towards Unsupervised Learning of Speaker Characteristics Arindam Jati P. Georgiou SSL 18 48 0 22 Feb 2018
BRUNO: A Deep Recurrent Model for Exchangeable Data I. Korshunova Jonas Degrave Ferenc Huszár Y. Gal Arthur Gretton J. Dambre BDL 24 33 0 21 Feb 2018