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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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Revisit Batch Normalization: New Understanding from an Optimization View and a Refinement via Composition Optimization Xiangru Lian Ji Liu 38 6 0 15 Oct 2018
Every Pixel Counts ++: Joint Learning of Geometry and Motion with 3D Holistic Understanding Chenxu Luo Zhenheng Yang Peng Wang Yanjie Wang Wenyuan Xu Ram Nevatia Alan Yuille 3DPC 64 290 0 14 Oct 2018
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Deep learning based cloud detection for medium and high resolution remote sensing images of different sensors Zhiwei Li Huanfeng Shen Qing Cheng Yuhao Liu S. You Zongyi He 94 231 0 13 Oct 2018
Learning to Globally Edit Images with Textual Description Hai Wang Jason D. Williams Sin-Han Kang DiffM 75 18 0 13 Oct 2018
A Survey and Critique of Multiagent Deep Reinforcement Learning Pablo Hernandez-Leal Bilal Kartal Matthew E. Taylor OffRL 121 570 0 12 Oct 2018
Predictive Uncertainty through Quantization Bastiaan S. Veeling Rianne van den Berg Max Welling UQCV 60 1 0 12 Oct 2018
Quantization for Rapid Deployment of Deep Neural Networks J. Lee Sangwon Ha Saerom Choi Won-Jo Lee Seungwon Lee MQ 80 49 0 12 Oct 2018
Training Deep Neural Network in Limited Precision Hyunsun Park J. Lee Youngmin Oh Sangwon Ha Seungwon Lee 35 9 0 12 Oct 2018
Mode Normalization Lucas Deecke Iain Murray Hakan Bilen OOD 95 35 0 12 Oct 2018
Dynamic Channel Pruning: Feature Boosting and Suppression Xitong Gao Yiren Zhao Łukasz Dudziak Robert D. Mullins Chengzhong Xu 90 319 0 12 Oct 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 95 1,480 0 11 Oct 2018
Real-time Faulted Line Localization and PMU Placement in Power Systems through Convolutional Neural Networks Wenting Li Deepjyoti Deka Michael Chertkov Ming Wang 20 4 0 11 Oct 2018
Unbiased deep solvers for linear parametric PDEs Marc Sabate Vidales David Siska Lukasz Szpruch OOD 67 8 0 11 Oct 2018
Deep Learning for Image Denoising: A Survey Chunwei Tian Yong-mei Xu Lunke Fei Ke Yan 86 93 0 11 Oct 2018
One-Shot High-Fidelity Imitation: Training Large-Scale Deep Nets with RL T. Paine Sergio Gomez Colmenarejo Ziyun Wang Scott E. Reed Y. Aytar ... Matthew W. Hoffman Gabriel Barth-Maron Serkan Cabi David Budden Nando de Freitas OffRL 81 25 0 11 Oct 2018
Deep Bi-Dense Networks for Image Super-Resolution Yucheng Wang Jialiang Shen Jian Zhang SupR 35 9 0 11 Oct 2018
LIRS: Enabling efficient machine learning on NVM-based storage via a lightweight implementation of random shuffling Zhi-Lin Ke Hsiang-Yun Cheng Chia-Lin Yang 31 9 0 10 Oct 2018
SECaps: A Sequence Enhanced Capsule Model for Charge Prediction Congqing He Lixiang Peng Yuquan Le Jiawei He Xiangyu Zhu 136 27 0 10 Oct 2018
A Tale of Three Probabilistic Families: Discriminative, Descriptive and Generative Models Ying Nian Wu Ruiqi Gao Tian Han Song-Chun Zhu TPM 66 18 0 09 Oct 2018
Rethinking multiscale cardiac electrophysiology with machine learning and predictive modelling C. Cantwell Yumnah Mohamied Konstantinos N. Tzortzis Stef Garasto C. Houston R. Chowdhury F. Ng Anil A. Bharath N. Peters 37 44 0 09 Oct 2018
Exploring the Vision Processing Unit as Co-processor for Inference Sergio Rivas-Gomez Antonio J. Peña D. Moloney Erwin Laure Stefano Markidis BDL 45 22 0 09 Oct 2018
Selective Distillation of Weakly Annotated GTD for Vision-based Slab Identification System Sang Jun Lee Sang Woo Kim Wookyong Kwon Gyogwon Koo J. Yun 44 9 0 09 Oct 2018
Automatic Segmentation of Thoracic Aorta Segments in Low-Dose Chest CT Julia M. H. Noothout B. D. de Vos J. Wolterink Ivana Isgum 39 40 0 09 Oct 2018
Conditional Generative Refinement Adversarial Networks for Unbalanced Medical Image Semantic Segmentation Mina Rezaei Haojin Yang Christoph Meinel GAN SSeg MedIm 92 21 0 09 Oct 2018
Information Geometry of Orthogonal Initializations and Training Piotr A. Sokól Il-Su Park AI4CE 136 17 0 09 Oct 2018
Combinatorial Attacks on Binarized Neural Networks Elias Boutros Khalil Amrita Gupta B. Dilkina AAML 89 40 0 08 Oct 2018
Deep calibration of rough stochastic volatility models Christian Bayer Benjamin Stemper 35 71 0 08 Oct 2018
Light-Weight RefineNet for Real-Time Semantic Segmentation Vladimir Nekrasov Chunhua Shen Ian Reid SSeg VLM 91 148 0 08 Oct 2018
Person-Job Fit: Adapting the Right Talent for the Right Job with Joint Representation Learning Chen Zhu Hengshu Zhu Hui Xiong Chao Ma Fang Xie Pengliang Ding Pan Li 40 83 0 08 Oct 2018
Coronary Artery Centerline Extraction in Cardiac CT Angiography Using a CNN-Based Orientation Classifier J. Wolterink R. V. Hamersvelt M. Viergever T. Leiner Ivana Išgum 3DPC 54 169 0 07 Oct 2018
CSI-Net: Unified Human Body Characterization and Pose Recognition Fei Wang Jinsong Han Shiyuan Zhang Xuming He Dong Huang CVBM 90 13 0 07 Oct 2018
Co-Learning Feature Fusion Maps from PET-CT Images of Lung Cancer Ashnil Kumar M. Fulham Dagan Feng Jinman Kim MedIm 44 169 0 05 Oct 2018
Unsupervised Learning via Meta-Learning Kyle Hsu Sergey Levine Chelsea Finn SSL OffRL 125 230 0 04 Oct 2018
SAM-GCNN: A Gated Convolutional Neural Network with Segment-Level Attention Mechanism for Home Activity Monitoring Yuhan Shen Ke-Xin He Weiqiang Zhang 54 13 0 03 Oct 2018
Deep Fundamental Matrix Estimation without Correspondences Omid Poursaeed Guandao Yang Aditya Prakash Qi Fang Hanqing Jiang Bharath Hariharan Serge J. Belongie 3DV 68 38 0 03 Oct 2018
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks Reinhard Heckel Paul Hand 126 287 0 02 Oct 2018
PromID: human promoter prediction by deep learning Ramzan Umarov Hiroyuki Kuwahara Yu Li Xin Gao Victor V. Solovyev HAI 48 7 0 02 Oct 2018
On Self Modulation for Generative Adversarial Networks Ting Chen Mario Lucic N. Houlsby Sylvain Gelly GAN 107 105 0 02 Oct 2018
Adversarial Examples - A Complete Characterisation of the Phenomenon A. Serban E. Poll Joost Visser SILM AAML 102 49 0 02 Oct 2018
NU-LiteNet: Mobile Landmark Recognition using Convolutional Neural Networks C. Termritthikun S. Kanprachar P. Muneesawang 21 20 0 02 Oct 2018
Simultaneously Optimizing Weight and Quantizer of Ternary Neural Network using Truncated Gaussian Approximation Zhezhi He Deliang Fan MQ 73 67 0 02 Oct 2018
Dynamic Sparse Graph for Efficient Deep Learning Liu Liu Lei Deng Xing Hu Maohua Zhu Guoqi Li Yufei Ding Yuan Xie GNN 90 42 0 01 Oct 2018
CHET: Compiler and Runtime for Homomorphic Evaluation of Tensor Programs Roshan Dathathri Olli Saarikivi Hao Chen Kim Laine Kristin E. Lauter Saeed Maleki Madan Musuvathi Todd Mytkowicz 50 13 0 01 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 313 7,747 0 01 Oct 2018
Benchmark Analysis of Representative Deep Neural Network Architectures Simone Bianco Rémi Cadène Luigi Celona Paolo Napoletano BDL 74 679 0 01 Oct 2018
Privado: Practical and Secure DNN Inference with Enclaves Karan Grover Shruti Tople Shweta Shinde Ranjita Bhagwan Ramachandran Ramjee FedML SILM 72 46 0 01 Oct 2018
Elastic Neural Networks for Classification Yi Zhou Yue Bai Shuvra S. Bhattacharyya H. Huttunen 41 12 0 01 Oct 2018
Densely Supervised Grasp Detector (DSGD) Umar Asif Jianbin Tang S. Harrer 60 49 0 01 Oct 2018
Interpretable Spatio-temporal Attention for Video Action Recognition Lili Meng Bo Zhao B. Chang Gao Huang Wei Sun Fred Tung Leonid Sigal 112 83 0 01 Oct 2018