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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
Submodular Batch Selection for Training Deep Neural Networks K. J. Joseph R. VamshiTeja Krishnakant Singh V. Balasubramanian 72 23 0 20 Jun 2019
Learning to segment microscopy images with lazy labels Rihuan Ke Aurélie Bugeau Nicolas Papadakis Peter Schütz Carola-Bibiane Schönlieb 53 10 0 20 Jun 2019
Let's Take This Online: Adapting Scene Coordinate Regression Network Predictions for Online RGB-D Camera Relocalisation Tommaso Cavallari Luca Bertinetto Jishnu Mukhoti Philip Torr Stuart Golodetz 3DV 3DPC 88 43 0 20 Jun 2019
Homogeneous Vector Capsules Enable Adaptive Gradient Descent in Convolutional Neural Networks Adam Byerly T. Kalganova 65 13 0 20 Jun 2019
A Monaural Speech Enhancement Method for Robust Small-Footprint Keyword Spotting Yue Gu Zhihao Du Hui Zhang Xueliang Zhang 20 5 0 20 Jun 2019
Unsupervised Learning of Object Keypoints for Perception and Control Tejas D. Kulkarni Ankush Gupta Catalin Ionescu Sebastian Borgeaud Malcolm Reynolds Andrew Zisserman Volodymyr Mnih SSL OCL 82 197 0 19 Jun 2019
A Strong Baseline and Batch Normalization Neck for Deep Person Re-identification Hao Luo Wei Jiang Youzhi Gu Fuxu Liu Xingyu Liao Shenqi Lai Jianyang Gu 3DPC 95 523 0 19 Jun 2019
The Functional Neural Process Christos Louizos Xiahan Shi Klamer Schutte Max Welling BDL 82 77 0 19 Jun 2019
Back to Simplicity: How to Train Accurate BNNs from Scratch? Joseph Bethge Haojin Yang Marvin Bornstein Christoph Meinel AAML MQ 64 58 0 19 Jun 2019
Large-Scale Speaker Diarization of Radio Broadcast Archives Emre Yilmaz Adem Derinel Zhou Kun H. V. D. Heuvel Niko Brummer Haizhou Li David A. van Leeuwen 13 2 0 19 Jun 2019
A simple and effective postprocessing method for image classification Yan Liu Yun Li Yunhao Yuan Jipeng Qiang 21 1 0 19 Jun 2019
Convolutional neural network models for cancer type prediction based on gene expression Milad Mostavi Yu-Chiao Chiu Yufei Huang Yidong Chen MedIm 52 188 0 18 Jun 2019
On the interplay between noise and curvature and its effect on optimization and generalization Valentin Thomas Fabian Pedregosa B. V. Merrienboer Pierre-Antoine Mangazol Yoshua Bengio Nicolas Le Roux 64 61 0 18 Jun 2019
Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes James Requeima Jonathan Gordon J. Bronskill Sebastian Nowozin Richard Turner 76 244 0 18 Jun 2019
Prune and Replace NAS Kevin Laube A. Zell 66 13 0 18 Jun 2019
Exemplar Guided Face Image Super-Resolution without Facial Landmarks Berk Dogan Shuhang Gu Radu Timofte GAN CVBM 84 87 0 17 Jun 2019
SNODE: Spectral Discretization of Neural ODEs for System Identification A. Quaglino Marco Gallieri Jonathan Masci Jan Koutník AI4TS 109 48 0 17 Jun 2019
EnlightenGAN: Deep Light Enhancement without Paired Supervision Yi Ding Xinyu Gong Ding Liu Yu Cheng Chen Fang Xiaohui Shen Jianchao Yang Pan Zhou Zhangyang Wang 154 1,601 0 17 Jun 2019
Open Domain Event Extraction Using Neural Latent Variable Models Xiao Liu Heyan Huang Yue Zhang BDL DRL 65 57 0 17 Jun 2019
Noisy-As-Clean: Learning Self-supervised Denoising from the Corrupted Image Jun Xu Yuan Huang Ming-Ming Cheng Li Liu Fan Zhu Xingsong Hou Ling Shao SSL 85 24 0 17 Jun 2019
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos H. Nguyen Fuming Fang Junichi Yamagishi Isao Echizen AAML CVBM 55 440 0 17 Jun 2019
A Temporal Sequence Learning for Action Recognition and Prediction Sangwoo Cho H. Foroosh 36 12 0 17 Jun 2019
Addressing database variability in learning from medical data: an ensemble-based approach using convolutional neural networks and a case of study applied to automatic sleep scoring D. Álvarez-Estévez Isaac Fernández-Varela OOD 36 19 0 16 Jun 2019
Mixture separability loss in a deep convolutional network for image classification T. Do Cheng-Bin Jin Hakil Kim Van Huan Nguyen 35 2 0 16 Jun 2019
Scalable Model Compression by Entropy Penalized Reparameterization Deniz Oktay Johannes Ballé Saurabh Singh Abhinav Shrivastava 84 43 0 15 Jun 2019
Accelerating temporal action proposal generation via high performance computing Tian Wang Shiye Lei Youyou Jiang Chang Choi H. Snoussi Guangcun Shan 49 4 0 15 Jun 2019
Speeding up VP9 Intra Encoder with Hierarchical Deep Learning Based Partition Prediction Somdyuti Paul A. Norkin A. Bovik 63 14 0 15 Jun 2019
High Speed and High Dynamic Range Video with an Event Camera Henri Rebecq René Ranftl V. Koltun Davide Scaramuzza 107 588 0 15 Jun 2019
Single-Channel Signal Separation and Deconvolution with Generative Adversarial Networks Qiuqiang Kong Yong-mei Xu Wenwu Wang Philip J. B. Jackson Mark D. Plumbley GAN 70 24 0 14 Jun 2019
Video-Driven Speech Reconstruction using Generative Adversarial Networks Konstantinos Vougioukas Pingchuan Ma Stavros Petridis Maja Pantic GAN 76 49 0 14 Jun 2019
Machine Learning on EPEX Order Books: Insights and Forecasts Simon Schnürch A. Wagner 45 17 0 14 Jun 2019
$$(1 + \varepsilon)$-class Classification: an Anomaly Detection Method for Highly Imbalanced or Incomplete Data Sets$ $(1 + \varepsilon)$ -class Classification: an Anomaly Detection Method for Highly Imbalanced or Incomplete Data Sets M. Borisyak Artem Sergeevich Ryzhikov Andrey Ustyuzhanin D. Derkach Fedor Ratnikov Olga Mineeva 32 4 0 14 Jun 2019
MonoLoco: Monocular 3D Pedestrian Localization and Uncertainty Estimation Lorenzo Bertoni S. Kreiss Alexandre Alahi UQCV 93 117 0 14 Jun 2019
Stand-Alone Self-Attention in Vision Models Prajit Ramachandran Niki Parmar Ashish Vaswani Irwan Bello Anselm Levskaya Jonathon Shlens VLM SLR ViT 173 1,217 0 13 Jun 2019
Learning Instance Occlusion for Panoptic Segmentation Justin Lazarow Kwonjoon Lee Kunyu Shi Zhuowen Tu ISeg 95 72 0 13 Jun 2019
Learning to Forget for Meta-Learning Sungyong Baik Seokil Hong Kyoung Mu Lee CLL KELM 75 89 0 13 Jun 2019
The iMaterialist Fashion Attribute Dataset Sheng Guo Weilin Huang Xiao Zhang Prasanna Srikhanta Huayu Chen Yuan Li Matthew R. Scott Hartwig Adam Serge J. Belongie VLM 98 78 0 13 Jun 2019
Modeling the Dynamics of PDE Systems with Physics-Constrained Deep Auto-Regressive Networks N. Geneva N. Zabaras AI4CE 75 276 0 13 Jun 2019
Associated Learning: Decomposing End-to-end Backpropagation based on Auto-encoders and Target Propagation Yu-Wei Kao Hung-Hsuan Chen BDL 133 5 0 13 Jun 2019
Robust and interpretable blind image denoising via bias-free convolutional neural networks S. Mohan Zahra Kadkhodaie Eero P. Simoncelli C. Fernandez‐Granda AI4CE 124 125 0 13 Jun 2019
CoopSubNet: Cooperating Subnetwork for Data-Driven Regularization of Deep Networks under Limited Training Budgets Riddhish Bhalodia Shireen Y. Elhabian L. Kavan Ross T. Whitaker 20 1 0 13 Jun 2019
Eye Contact Correction using Deep Neural Networks Leo F. Isikdogan Timo Gerasimow G. Michael CVBM 26 3 0 12 Jun 2019
Boosting Few-Shot Visual Learning with Self-Supervision Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 103 405 0 12 Jun 2019
Attention-based Multi-Input Deep Learning Architecture for Biological Activity Prediction: An Application in EGFR Inhibitors Huy Pham Trung Le OOD AI4CE 31 4 0 12 Jun 2019
Regularizing Neural Networks via Minimizing Hyperspherical Energy Rongmei Lin Weiyang Liu Zhen Liu Chen Feng Zhiding Yu James M. Rehg Li Xiong Le Song 105 39 0 12 Jun 2019
Table-Based Neural Units: Fully Quantizing Networks for Multiply-Free Inference Michele Covell David Marwood S. Baluja Nick Johnston MQ 41 7 0 11 Jun 2019
Automatic brain tissue segmentation in fetal MRI using convolutional neural networks Nadieh Khalili Nikolas Lessmann Elise Turk N. Claessens R. Heus T. Kolk M. Viergever M. Benders I. Isgum 64 101 0 11 Jun 2019
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation Anton Obukhov Stamatios Georgoulis Dengxin Dai Luc Van Gool 80 78 0 11 Jun 2019
On Stabilizing Generative Adversarial Training with Noise Simon Jenni Paolo Favaro GAN 67 62 0 11 Jun 2019
Principled Training of Neural Networks with Direct Feedback Alignment Julien Launay Iacopo Poli Florent Krzakala 65 35 0 11 Jun 2019