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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
Classification Uncertainty of Deep Neural Networks Based on Gradient Information Philipp Oberdiek Matthias Rottmann Hanno Gottschalk UQCV 68 64 0 22 May 2018
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Adversarial Noise Layer: Regularize Neural Network By Adding Noise Zhonghui You Jinmian Ye Kunming Li Zenglin Xu Ping Wang 89 77 0 21 May 2018
Batch-Instance Normalization for Adaptively Style-Invariant Neural Networks Hyeonseob Nam Hyo-Eun Kim OOD 72 211 0 21 May 2018
Improved Learning of One-hidden-layer Convolutional Neural Networks with Overlaps S. Du Surbhi Goel MLT 99 17 0 20 May 2018
DLBI: Deep learning guided Bayesian inference for structure reconstruction of super-resolution fluorescence microscopy Yu Li Fan Xu Fa Zhang P. Xu Mingshu Zhang M. Fan Lihua Li Xin Gao Renmin Han 3DV BDL 64 46 0 20 May 2018
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Generative Creativity: Adversarial Learning for Bionic Design Simiao Yu Hao Dong Pan Wang Chao Wu Yike Guo GAN 57 8 0 19 May 2018
Deep Generative Markov State Models Hao Wu Andreas Mardt Luca Pasquali Frank Noe AI4CE 81 60 0 19 May 2018
DenseImage Network: Video Spatial-Temporal Evolution Encoding and Understanding Xiaokai Chen Ke Gao VGen 45 6 0 19 May 2018
Deep Predictive Coding Network with Local Recurrent Processing for Object Recognition Kuan Han Haiguang Wen Yizhen Zhang Di Fu Eugenio Culurciello Zhongming Liu 75 70 0 19 May 2018
Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation Jichao Zhang Yezhi Shu Songhua Xu Gongze Cao Fan Zhong Meng Liu Xueying Qin CVBM 159 35 0 19 May 2018
Fast Disparity Estimation using Dense Networks R. Atienza 51 25 0 19 May 2018
Norm-Preservation: Why Residual Networks Can Become Extremely Deep? Alireza Zaeemzadeh Nazanin Rahnavard M. Shah 74 71 0 18 May 2018
GumBolt: Extending Gumbel trick to Boltzmann priors Amir Khoshaman Mohammad H. Amin 71 14 0 18 May 2018
Mixup-Based Acoustic Scene Classification Using Multi-Channel Convolutional Neural Network Kele Xu Dawei Feng Haibo Mi Boqing Zhu Dezhi Wang Lilun Zhang Hengxing Cai S. Liu 48 93 0 18 May 2018
Learning 3D Shape Completion under Weak Supervision David Stutz Andreas Geiger 3DPC SSL 103 106 0 18 May 2018
Sequential Neural Likelihood: Fast Likelihood-free Inference with Autoregressive Flows George Papamakarios D. Sterratt Iain Murray BDL 554 370 0 18 May 2018
Multi-level Wavelet-CNN for Image Restoration Pengju Liu Hongzhi Zhang Peng Sun Liang Lin W. Zuo SupR 90 656 0 18 May 2018
Multifunction Cognitive Radar Task Scheduling Using Monte Carlo Tree Search and Policy Networks M. Shaghaghi R. Adve Z. Ding 17 34 0 18 May 2018
Learning Permutations with Sinkhorn Policy Gradient Patrick Emami Sanjay Ranka 65 55 0 18 May 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 112 1,406 0 17 May 2018
Mad Max: Affine Spline Insights into Deep Learning Randall Balestriero Richard Baraniuk AI4CE 95 78 0 17 May 2018
Object detection at 200 Frames Per Second Rakesh Mehta Cemalettin Öztürk ObjD 74 61 0 16 May 2018
Automatic segmentation of the spinal cord and intramedullary multiple sclerosis lesions with convolutional neural networks C. Gros B. Leener A. Badji J. Maranzano Dominique Eden ... J. Doyon T. Shepherd Erik Charlson S. Narayanan Julien Cohen-Adad 77 222 0 16 May 2018
Lightweight Pyramid Networks for Image Deraining Xueyang Fu Borong Liang Yue Huang Xinghao Ding John Paisley 64 327 0 16 May 2018
PACT: Parameterized Clipping Activation for Quantized Neural Networks Jungwook Choi Zhuo Wang Swagath Venkataramani P. Chuang Vijayalakshmi Srinivasan K. Gopalakrishnan MQ 117 959 0 16 May 2018
Automated Vision-based Bridge Component Extraction Using Multiscale Convolutional Neural Networks Y. Narazaki Vedhus Hoskere T. Hoang B. Spencer 44 17 0 15 May 2018
Vision-based Automated Bridge Component Recognition Integrated With High-level Scene Understanding Y. Narazaki Vedhus Hoskere T. Hoang B. Spencer 38 22 0 15 May 2018
Multi-label Classification of Surgical Tools with Convolutional Neural Networks J. Prellberg Oliver Kramer 32 8 0 15 May 2018
2sRanking-CNN: A 2-stage ranking-CNN for diagnosis of glaucoma from fundus images using CAM-extracted ROI as an intermediate input Tae Joon Jun Dohyeun Kim Hoang Minh Nguyen Daeyoung Kim Y. Eom MedIm 27 7 0 15 May 2018
Knowledge Distillation in Generations: More Tolerant Teachers Educate Better Students Chenglin Yang Lingxi Xie Siyuan Qiao Alan Yuille 88 137 0 15 May 2018
Token-level and sequence-level loss smoothing for RNN language models Maha Elbayad Laurent Besacier Jakob Verbeek 75 19 0 14 May 2018
Extendable Neural Matrix Completion Duc Minh Nguyen Evaggelia Tsiligianni Nikos Deligiannis 42 21 0 13 May 2018
Learning to Find Eye Region Landmarks for Remote Gaze Estimation in Unconstrained Settings Seonwook Park Xucong Zhang Andreas Bulling Otmar Hilliges 61 161 0 12 May 2018
Image-derived generative modeling of pseudo-macromolecular structures - towards the statistical assessment of Electron CryoTomography template matching Kaiwen Wang Xiangrui Zeng Xiaodan Liang Zhiguang Huo Eric Xing Min Xu DiffM 26 5 0 12 May 2018
A volumetric deep Convolutional Neural Network for simulation of mock dark matter halo catalogues P. Berger G. Stein 80 38 0 11 May 2018
Towards scalable pattern-based optimization for dense linear algebra D. Berényi András Leitereg G. Lehel 15 4 0 11 May 2018
Retinal Vessel Segmentation Based on Conditional Deep Convolutional Generative Adversarial Networks Yun Jiang Ning Tan MedIm GAN SSeg 44 6 0 11 May 2018
Deep Neural Machine Translation with Weakly-Recurrent Units Mattia Antonino Di Gangi Marcello Federico AIMat 77 19 0 10 May 2018
Deep Nets: What have they ever done for Vision? Alan Yuille Chenxi Liu 230 104 0 10 May 2018
Towards a universal neural network encoder for time series Joan Serrà Santiago Pascual Alexandros Karatzoglou AI4TS 92 123 0 10 May 2018
End-to-End Polyphonic Sound Event Detection Using Convolutional Recurrent Neural Networks with Learned Time-Frequency Representation Input Emre Çakir Tuomas Virtanen 54 36 0 09 May 2018
Opinion Fraud Detection via Neural Autoencoder Decision Forest Manqing Dong Lina Yao Xianzhi Wang B. Benatallah Chaoran Huang Xiaodong Ning 54 57 0 09 May 2018
PSGAN: A Generative Adversarial Network for Remote Sensing Image Pan-Sharpening Xiangyu Liu Huanyu Zhou Qizhi Xu Xiangyu Liu Yunhong Wang GAN 58 224 0 09 May 2018
The Effectiveness of Instance Normalization: a Strong Baseline for Single Image Dehazing Zheng Xu Xitong Yang Xue Li Xiaoshuai Sun 44 17 0 08 May 2018