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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
Self-Attentive Document Interaction Networks for Permutation Equivariant Ranking Rama Kumar Pasumarthi Xuanhui Wang Michael Bendersky Marc Najork 64 17 0 21 Oct 2019
Multiphase flow prediction with deep neural networks Gege Wen Meng Tang S. Benson 60 6 0 21 Oct 2019
Kernelized Wasserstein Natural Gradient Michael Arbel Arthur Gretton Wuchen Li Guido Montúfar 66 23 0 21 Oct 2019
Icentia11K: An Unsupervised Representation Learning Dataset for Arrhythmia Subtype Discovery Shawn Tan Guillaume Androz A. Chamseddine P. Fecteau Aaron Courville Yoshua Bengio Joseph Paul Cohen 54 29 0 21 Oct 2019
Object landmark discovery through unsupervised adaptation Enrique Sanchez Georgios Tzimiropoulos 66 22 0 21 Oct 2019
KuroNet: Pre-Modern Japanese Kuzushiji Character Recognition with Deep Learning Tarin Clanuwat Alex Lamb A. Kitamoto 44 46 0 21 Oct 2019
Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs Yiren Zhao Xitong Gao Xuan Guo Junyi Liu Erwei Wang Robert D. Mullins P. Cheung George A. Constantinides Chengzhong Xu MQ 46 31 0 21 Oct 2019
Regularization Matters in Policy Optimization Zhuang Liu Xuanlin Li Bingyi Kang Trevor Darrell OffRL 83 33 0 21 Oct 2019
Looking Ahead: Anticipating Pedestrians Crossing with Future Frames Prediction Mohamed Chaabane A. Trabelsi Nathaniel Blanchard Ross Beveridge 60 55 0 20 Oct 2019
Deep speech inpainting of time-frequency masks M. Kegler P. Beckmann Milos Cernak 61 38 0 20 Oct 2019
Mitigating Overfitting in Supervised Classification from Two Unlabeled Datasets: A Consistent Risk Correction Approach Nan Lu Tianyi Zhang Gang Niu Masashi Sugiyama 112 56 0 20 Oct 2019
Personalized Graph Neural Networks with Attention Mechanism for Session-Aware Recommendation Mengqi Zhang Shu Wu Meng Gao Xin Jiang Ke Xu Liang Wang 83 43 0 20 Oct 2019
LEt-SNE: A Hybrid Approach To Data Embedding and Visualization of Hyperspectral Imagery Megh Shukla Biplab Banerjee K. Buddhiraju 29 2 0 19 Oct 2019
Utilising Low Complexity CNNs to Lift Non-Local Redundancies in Video Coding Jan P. Klopp Liang-Gee Chen Shao-Yi Chien 73 11 0 19 Oct 2019
Machine Learning Systems for Highly-Distributed and Rapidly-Growing Data Kevin Hsieh SyDa OOD 48 4 0 18 Oct 2019
MARTHE: Scheduling the Learning Rate Via Online Hypergradients Michele Donini Luca Franceschi Massimiliano Pontil Orchid Majumder P. Frasconi 48 7 0 18 Oct 2019
Privacy-preserving Federated Bayesian Learning of a Generative Model for Imbalanced Classification of Clinical Data S. Hahn Junghye Lee FedML 36 5 0 18 Oct 2019
On Warm-Starting Neural Network Training Jordan T. Ash Ryan P. Adams AI4CE 58 21 0 18 Oct 2019
Relational Graph Representation Learning for Open-Domain Question Answering Sal Vivona Kaveh Hassani GNN NAI 67 10 0 18 Oct 2019
Mirror Descent View for Neural Network Quantization Thalaiyasingam Ajanthan Kartik Gupta Philip Torr Leonid Sigal P. Dokania MQ 72 25 0 18 Oct 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 172 196 0 18 Oct 2019
Video Person Re-Identification using Learned Clip Similarity Aggregation Neeraj Matiyali Gaurav Sharma 54 7 0 17 Oct 2019
H-VECTORS: Utterance-level Speaker Embedding Using A Hierarchical Attention Model Yanpei Shi Qiang Huang Thomas Hain 79 18 0 17 Oct 2019
Mutual Information-driven Subject-invariant and Class-relevant Deep Representation Learning in BCI Eunjin Jeon Wonjun Ko Jee Seok Yoon Heung-Il Suk OOD 41 0 0 17 Oct 2019
Deformable Kernel Networks for Joint Image Filtering Beomjun Kim Jean Ponce Bumsub Ham 117 131 0 17 Oct 2019
Optimal Transport Based Generative Autoencoders Oliver Zhang Ruei-Sung Lin Yuchuan Gou GAN DRL 49 2 0 16 Oct 2019
Contextual Joint Factor Acoustic Embeddings Yanpei Shi Thomas Hain 45 3 0 16 Oct 2019
Root Mean Square Layer Normalization Biao Zhang Rico Sennrich 125 767 0 16 Oct 2019
An Exponential Learning Rate Schedule for Deep Learning Zhiyuan Li Sanjeev Arora 74 219 0 16 Oct 2019
Audio-Conditioned U-Net for Position Estimation in Full Sheet Images Florian Henkel Rainer Kelz Gerhard Widmer 36 5 0 16 Oct 2019
Aerial Images Processing for Car Detection using Convolutional Neural Networks: Comparison between Faster R-CNN and YoloV3 Adel Ammar Anis Koubaa Mohanned Ahmed Abdulrahman Saad Bilel Benjdira 124 91 0 16 Oct 2019
Design, Benchmarking and Explainability Analysis of a Game-Theoretic Framework towards Energy Efficiency in Smart Infrastructure Ioannis C. Konstantakopoulos Hari Prasanna Das Andrew R. Barkan Shiying He Tanya Veeravalli Huihan Liu Aummul Baneen Manasawala Yu-Wen Lin C. Spanos 73 21 0 16 Oct 2019
Wasserstein GANs for MR Imaging: from Paired to Unpaired Training Ke Lei Morteza Mardani John M. Pauly S. Vasanawala GAN MedIm 118 65 0 15 Oct 2019
The Local Elasticity of Neural Networks Hangfeng He Weijie J. Su 149 46 0 15 Oct 2019
DeepGCNs: Making GCNs Go as Deep as CNNs Ge Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Guohao Li 3DPC GNN 98 176 0 15 Oct 2019
Learning Generalisable Omni-Scale Representations for Person Re-Identification Kaiyang Zhou Yongxin Yang Andrea Cavallaro Tao Xiang 119 226 0 15 Oct 2019
Towards a Precipitation Bias Corrector against Noise and Maldistribution Xiaoyang Xu Yiqun Liu Hanqing Chao Youcheng Luo Hai Chu Lei Chen Junping Zhang Leiming Ma 49 5 0 15 Oct 2019
SafeCritic: Collision-Aware Trajectory Prediction T. V. D. Heiden N. S. Nagaraja Christian Weiss E. Gavves AAML 89 20 0 15 Oct 2019
Target-Oriented Deformation of Visual-Semantic Embedding Space Takashi Matsubara 55 7 0 15 Oct 2019
Tell-the-difference: Fine-grained Visual Descriptor via a Discriminating Referee Shuangjie Xu Feng Xu Yu Cheng Pan Zhou 33 2 0 14 Oct 2019
Real-time Data Driven Precision Estimator for RAVEN-II Surgical Robot End Effector Position Haonan Peng Xingjian Yang Yun-Hsuan Su Blake Hannaford 60 28 0 14 Oct 2019
FireNet: Real-time Segmentation of Fire Perimeter from Aerial Video Jigar Doshi Dominic Garcia Cliff Massey Pablo Llueca Nicolas Borensztein Michael Baird Matthew Cook Devaki Raj 63 11 0 14 Oct 2019
Finding New Diagnostic Information for Detecting Glaucoma using Neural Networks Erfan Noury Suria S. Mannil R. Chang A. Ran C. Cheung ... M. Riyazuddin Dolly Chang Sriharsha Nagaraj Clement C. Tham R. Zadeh 44 3 0 14 Oct 2019
Confidence-Calibrated Adversarial Training: Generalizing to Unseen Attacks David Stutz Matthias Hein Bernt Schiele AAML 89 5 0 14 Oct 2019
Two-sample Testing Using Deep Learning Matthias Kirchler S. Khorasani Marius Kloft C. Lippert 95 38 0 14 Oct 2019
ReActNet: Temporal Localization of Repetitive Activities in Real-World Videos Giorgos Karvounas Iason Oikonomidis Antonis Argyros 51 11 0 14 Oct 2019
Coordination of PV Smart Inverters Using Deep Reinforcement Learning for Grid Voltage Regulation Changfu Li Chenrui Jin Ratnesh K. Sharma 39 44 0 14 Oct 2019
Transformers without Tears: Improving the Normalization of Self-Attention Toan Q. Nguyen Julian Salazar 96 231 0 14 Oct 2019
RGB-Infrared Cross-Modality Person Re-Identification via Joint Pixel and Feature Alignment Guanán Wang Tianzhu Zhang Jian Cheng Si Liu Yang Yang Zeng-Huang Hou GAN 121 368 0 13 Oct 2019
Image Generation and Recognition (Emotions) Hanne Carlsson D. Kollias GAN 45 0 0 13 Oct 2019