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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
Auxiliary Task Reweighting for Minimum-data Learning Baifeng Shi Judy Hoffman Kate Saenko Trevor Darrell Huijuan Xu MoMe 69 33 0 16 Oct 2020
Deep-HOSeq: Deep Higher Order Sequence Fusion for Multimodal Sentiment Analysis Sunny Verma Jiwei Wang Zhefeng Ge Rujia Shen Fan Jin Yang Wang Fang Chen Wei Liu 53 20 0 16 Oct 2020
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 87 252 0 15 Oct 2020
Deep Convolutional Neural Network-based Inverse Filtering Approach for Speech De-reverberation Hanwook Chung Vikrant Singh Tomar B. Champagne 50 8 0 15 Oct 2020
Where's the Question? A Multi-channel Deep Convolutional Neural Network for Question Identification in Textual Data George Michalopoulos Helen H. Chen Alexander Wong MedIm 36 1 0 15 Oct 2020
Does Data Augmentation Benefit from Split BatchNorms Amil Merchant Barret Zoph E. D. Cubuk 61 9 0 15 Oct 2020
A Point-Cloud Deep Learning Framework for Prediction of Fluid Flow Fields on Irregular Geometries Ali Kashefi Davis Rempe Leonidas Guibas 3DPC AI4CE 83 205 0 15 Oct 2020
HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network P. Yuan Shufei Lin Cheng Cui Yuning Du Ruoyu Guo Dongliang He Errui Ding Shumin Han 59 43 0 15 Oct 2020
Bi-GCN: Binary Graph Convolutional Network Junfu Wang Yunhong Wang Zhen Yang Liang Yang Yuanfang Guo GNN 70 57 0 15 Oct 2020
Unsupervised Self-training Algorithm Based on Deep Learning for Optical Aerial Images Change Detection Yuan Zhou Xiangrui Li 34 5 0 15 Oct 2020
Deep Learning in Ultrasound Elastography Imaging Hongliang Li Manish Bhatt Zhen Qu Shiming Zhang Martin C. Hartel A. Khademhosseini G. Cloutier 38 0 0 14 Oct 2020
Temperature check: theory and practice for training models with softmax-cross-entropy losses Atish Agarwala Jeffrey Pennington Yann N. Dauphin S. Schoenholz UQCV 67 34 0 14 Oct 2020
Towards Accurate Quantization and Pruning via Data-free Knowledge Transfer Chen Zhu Zheng Xu Ali Shafahi Manli Shu Amin Ghiasi Tom Goldstein MQ 66 3 0 14 Oct 2020
WeightAlign: Normalizing Activations by Weight Alignment Xiangwei Shi Yun-qiang Li X. Liu Jan van Gemert 46 0 0 14 Oct 2020
Just Pick a Sign: Optimizing Deep Multitask Models with Gradient Sign Dropout Zhao Chen Jiquan Ngiam Yanping Huang Thang Luong Henrik Kretzschmar Yuning Chai Dragomir Anguelov 92 221 0 14 Oct 2020
A Very Compact Embedded CNN Processor Design Based on Logarithmic Computing Tsung-Ying Lu Hsu-Hsun Chin Hsin-I Wu R. Tsay MQ 47 1 0 13 Oct 2020
Video Action Understanding Matthew Hutchinson V. Gadepally 126 22 0 13 Oct 2020
Accurate Calibration of Agent-based Epidemiological Models with Neural Network Surrogates Rushil Anirudh Jayaraman J. Thiagarajan P. Bremer T. Germann S. D. Valle F. Streitz 77 12 0 13 Oct 2020
Cross-Domain Few-Shot Learning by Representation Fusion Thomas Adler Johannes Brandstetter Michael Widrich Andreas Mayr David P. Kreil Michael K Kopp Günter Klambauer Sepp Hochreiter OOD 101 45 0 13 Oct 2020
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background Integration Zongxin Yang Yunchao Wei Yi Yang VOS 141 166 0 13 Oct 2020
DORi: Discovering Object Relationship for Moment Localization of a Natural-Language Query in Video Cristian Rodriguez-Opazo Edison Marrese-Taylor Basura Fernando Hongdong Li Stephen Gould 205 10 0 13 Oct 2020
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 100 138 0 13 Oct 2020
Experimental Quantum Generative Adversarial Networks for Image Generation Heliang Huang Yuxuan Du Mingming Gong You-Wei Zhao Yulin Wu ... Chao Lu Yu-Ao Chen Dacheng Tao Xiaobo Zhu Jian-Wei Pan GAN 91 183 0 13 Oct 2020
Deep Reinforcement Learning and Transportation Research: A Comprehensive Review Nahid Parvez Farazi T. Ahamed Limon Barua Bo Zou AI4TS 69 18 0 13 Oct 2020
ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding Yibo Yang Hongyang Li Shan You Fei Wang Chao Qian Zhouchen Lin 63 60 0 13 Oct 2020
Checkerboard-Artifact-Free Image-Enhancement Network Considering Local and Global Features Yuma Kinoshita Hitoshi Kiya 37 4 0 13 Oct 2020
Neural Enhancement in Content Delivery Systems: The State-of-the-Art and Future Directions Royson Lee Stylianos I. Venieris Nicholas D. Lane 86 7 0 12 Oct 2020
Convolutional Neural Network optimization via Channel Reassessment Attention module YuTao Shen Ying Wen 32 9 0 12 Oct 2020
Learning Selective Mutual Attention and Contrast for RGB-D Saliency Detection Nian Liu Ni Zhang Ling Shao Junwei Han 104 99 0 12 Oct 2020
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers Christoph Kamann Burkhard Güssefeld Robin Hutmacher J. H. Metzen Carsten Rother 68 18 0 12 Oct 2020
Towards Expressive Graph Representation Chengsheng Mao Liang Yao Yuan Luo 103 2 0 12 Oct 2020
LASSR: Effective Super-Resolution Method for Plant Disease Diagnosis Q. H. Cap Hiroki Tani H. Uga S. Kagiwada Hitoshi Iyatomi 18 25 0 12 Oct 2020
Locality Preserving Dense Graph Convolutional Networks with Graph Context-Aware Node Representations Wenfeng Liu Maoguo Gong Zedong Tang •. A. K. Qin GNN 83 15 0 12 Oct 2020
End to End Binarized Neural Networks for Text Classification Harshil Jain Akshat Agarwal Kumar Shridhar Denis Kleyko MQ 79 27 0 11 Oct 2020
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music Qiuqiang Kong Bochen Li Jitong Chen Yuxuan Wang 410 81 0 11 Oct 2020
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks Stephen Mussmann Robin Jia Percy Liang 87 15 0 10 Oct 2020
Double Forward Propagation for Memorized Batch Normalization Yong Guo Qingyao Wu Chaorui Deng Jian Chen Mingkui Tan 61 28 0 10 Oct 2020
Regularizing Neural Networks via Adversarial Model Perturbation Yaowei Zheng Richong Zhang Yongyi Mao AAML 129 99 0 10 Oct 2020
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification Oren Nuriel Sagie Benaim Lior Wolf 90 91 0 09 Oct 2020
Physical invariance in neural networks for subgrid-scale scalar flux modeling Hugo Frezat G. Balarac Julien Le Sommer Ronan Fablet Redouane Lguensat AI4CE 88 44 0 09 Oct 2020
Dissecting Hessian: Understanding Common Structure of Hessian in Neural Networks Yikai Wu Xingyu Zhu Chenwei Wu Annie Wang Rong Ge 122 45 0 08 Oct 2020
Query-Key Normalization for Transformers Alex Henry Prudhvi Raj Dachapally S. Pawar Yuxuan Chen 65 91 0 08 Oct 2020
No MCMC for me: Amortized sampling for fast and stable training of energy-based models Will Grathwohl Jacob Kelly Milad Hashemi Mohammad Norouzi Kevin Swersky David Duvenaud 138 72 0 08 Oct 2020
Predicting Mechanical Properties from Microstructure Images in Fiber-reinforced Polymers using Convolutional Neural Networks Yixuan Sun I. Hanhan M. Sangid Guang Lin AI4CE 82 15 0 07 Oct 2020
Hierarchical Relational Inference Aleksandar Stanić Sjoerd van Steenkiste Jürgen Schmidhuber OCL 84 15 0 07 Oct 2020
Revisiting Batch Normalization for Improving Corruption Robustness Philipp Benz Chaoning Zhang Adil Karjauv In So Kweon 125 83 0 07 Oct 2020
On the Evaluation of Generative Adversarial Networks By Discriminative Models A. Torfi Mohammadreza Beyki Edward A. Fox EGVM 116 7 0 07 Oct 2020
Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win Utku Evci Yani Andrew Ioannou Cem Keskin Yann N. Dauphin 82 94 0 07 Oct 2020
Learning Deep-Latent Hierarchies by Stacking Wasserstein Autoencoders Benoit Gaujac Ilya Feige David Barber DiffM BDL 64 0 0 07 Oct 2020
Improving Sequential Latent Variable Models with Autoregressive Flows Joseph Marino Lei Chen Jiawei He Stephan Mandt BDL AI4TS 127 12 0 07 Oct 2020