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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
Generating Human Action Videos by Coupling 3D Game Engines and Probabilistic Graphical Models César Roberto de Souza Adrien Gaidon Yohann Cabon Naila Murray A. Peña 79 14 0 12 Oct 2019
Frustum VoxNet for 3D object detection from RGB-D or Depth images Xiaoke Shen I. Stamos 3DPC 55 30 0 12 Oct 2019
On Empirical Comparisons of Optimizers for Deep Learning Dami Choi Christopher J. Shallue Zachary Nado Jaehoon Lee Chris J. Maddison George E. Dahl 129 259 0 11 Oct 2019
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey Bin Qian Jie Su Z. Wen D. N. Jha Yinhao Li ... Albert Y. Zomaya Omer F. Rana Lizhe Wang Maciej Koutny R. Ranjan 71 4 0 11 Oct 2019
Snow avalanche segmentation in SAR images with Fully Convolutional Neural Networks F. Bianchi J. Grahn M. Eckerstorfer E. Malnes H. Vickers 32 48 0 11 Oct 2019
Aff-Wild Database and AffWildNet Mengyao Liu D. Kollias CVBM 47 4 0 11 Oct 2019
Shape Constrained Network for Eye Segmentation in the Wild Bingnan Luo Jie Shen Shiyang Cheng Yujiang Wang Maja Pantic CVBM 74 26 0 11 Oct 2019
Augmented Hard Example Mining for Generalizable Person Re-Identification Masato Tamura Tomokazu Murakami 119 22 0 11 Oct 2019
Predicting dynamical system evolution with residual neural networks Artem Chashchin M. Botchev Ivan Oseledets G. Ovchinnikov AI4TS AI4CE 45 3 0 11 Oct 2019
NLS: an accurate and yet easy-to-interpret regression method Victor Coscrato M. Inácio T. Botari Rafael Izbicki FAtt 55 4 0 11 Oct 2019
Prediction-based Resource Allocation using Bayesian Neural Networks and Minimum Cost and Maximum Flow Algorithm Gyunam Park Minseok Song AI4TS 36 0 0 11 Oct 2019
Learning Invariant Representations of Social Media Users Nicholas Andrews M. Bishop 79 37 0 11 Oct 2019
Panoptic-DeepLab Bowen Cheng Maxwell D. Collins Yukun Zhu Ting Liu Thomas S. Huang Hartwig Adam Liang-Chieh Chen 150 615 0 10 Oct 2019
NEURO-DRAM: a 3D recurrent visual attention model for interpretable neuroimaging classification D. Wood James H. Cole Thomas C Booth MedIm 72 12 0 10 Oct 2019
Improving Pedestrian Attribute Recognition With Weakly-Supervised Multi-Scale Attribute-Specific Localization Chufeng Tang Lu Sheng Zhaoxiang Zhang Xiaolin Hu 53 134 0 10 Oct 2019
Practical License Plate Recognition in Unconstrained Surveillance Systems with Adversarial Super-Resolution Younkwan Lee Jiwon Jun Yoojin Hong M. Jeon 56 15 0 10 Oct 2019
Patch Refinement -- Localized 3D Object Detection Johannes Lehner Andreas Mitterecker Thomas Adler M. Hofmarcher Bernhard Nessler Sepp Hochreiter 3DPC 91 46 0 09 Oct 2019
Fast Panoptic Segmentation Network Daan de Geus Panagiotis Meletis Gijs Dubbelman SSeg 63 54 0 09 Oct 2019
SNIDER: Single Noisy Image Denoising and Rectification for Improving License Plate Recognition Younkwan Lee Juhyun Lee Hoyeon Ahn M. Jeon 69 37 0 09 Oct 2019
Graph-based Spatial-temporal Feature Learning for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos 79 26 0 08 Oct 2019
One-To-Many Multilingual End-to-end Speech Translation Mattia Antonino Di Gangi Matteo Negri Marco Turchi 89 51 0 08 Oct 2019
The 'Paris-end' of town? Urban typology through machine learning K. Nice Jason Thompson J. Wijnands G. Aschwanden Mark Stevenson HAI 16 1 0 08 Oct 2019
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving V. Kumar S. Hiremath Stefan Milz Christian Witt Clément Pinard S. Yogamani Patrick Mäder MDE 173 73 0 07 Oct 2019
Learning De-biased Representations with Biased Representations Hyojin Bahng Sanghyuk Chun Sangdoo Yun Jaegul Choo Seong Joon Oh OOD 410 283 0 07 Oct 2019
Irregular Convolutional Auto-Encoder on Point Clouds Yuhui Zhang G. Gutmann Konagaya Akihiko 3DPC 35 2 0 07 Oct 2019
Deep Kernel Learning via Random Fourier Features Jiaxuan Xie Fanghui Liu Kaijie Wang Xiaolin Huang 48 19 0 07 Oct 2019
Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization Paras Jain Ajay Jain Aniruddha Nrusimha A. Gholami Pieter Abbeel Kurt Keutzer Ion Stoica Joseph E. Gonzalez 100 198 0 07 Oct 2019
Meta-Transfer Learning through Hard Tasks Qianru Sun Yaoyao Liu Zhaozheng Chen Tat-Seng Chua Bernt Schiele 104 104 0 07 Oct 2019
Fully Convolutional Networks for Chip-wise Defect Detection Employing Photoluminescence Images M. L. Stern M. Schellenberger 51 26 0 06 Oct 2019
Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning Limeng Qiao Yemin Shi Jia Li Yaowei Wang Tiejun Huang Yonghong Tian 70 182 0 05 Oct 2019
Modeling the Comb Filter Effect and Interaural Coherence for Binaural Source Separation Luca Remaggi Philip J. B. Jackson Wenwu Wang 43 7 0 04 Oct 2019
Distributed Learning of Deep Neural Networks using Independent Subnet Training John Shelton Hyatt Cameron R. Wolfe Michael Lee Yuxin Tang Anastasios Kyrillidis Christopher M. Jermaine OOD 92 39 0 04 Oct 2019
GENN: Predicting Correlated Drug-drug Interactions with Graph Energy Neural Networks Tengfei Ma Junyuan Shang Cao Xiao Jimeng Sun GNN 112 13 0 04 Oct 2019
SNDCNN: Self-normalizing deep CNNs with scaled exponential linear units for speech recognition Atanas G. Atanasov Tim Ng Leo Liu Henry Mason Xiaodan Zhuang Daben Liu 60 40 0 04 Oct 2019
Farkas layers: don't shift the data, fix the geometry Aram-Alexandre Pooladian Chris Finlay Adam M. Oberman AI4CE 36 1 0 04 Oct 2019
Generating Relevant Counter-Examples from a Positive Unlabeled Dataset for Image Classification Florent Chiaroni G. Khodabandelou Mohamed-Cherif Rahal N. Hueber Frederic Dufaux 37 4 0 04 Oct 2019
Partial differential equation regularization for supervised machine learning Jillian R. Fisher 56 2 0 03 Oct 2019
Graph Analysis and Graph Pooling in the Spatial Domain M. Rahmani Maria Liakata GNN 59 3 0 03 Oct 2019
High-dimensional Dense Residual Convolutional Neural Network for Light Field Reconstruction Nan Meng Yung-Sung Chuang Shang-Yu Su Yun-Nung Chen 41 116 0 03 Oct 2019
A Robust Transferable Deep Learning Framework for Cross-sectional Investment Strategy Kei Nakagawa Masaya Abe Junpei Komiyama OOD AIFin 54 20 0 02 Oct 2019
Speech-to-speech Translation between Untranscribed Unknown Languages Andros Tjandra S. Sakti Satoshi Nakamura 64 49 0 02 Oct 2019
State-of-the-Art Speech Recognition Using Multi-Stream Self-Attention With Dilated 1D Convolutions Kyu Jeong Han R. Prieto Kaixing(Kai) Wu T. Ma 134 70 0 01 Oct 2019
Quantile QT-Opt for Risk-Aware Vision-Based Robotic Grasping Cristian Bodnar A. Li Karol Hausman P. Pastor Mrinal Kalakrishnan OffRL 66 52 0 01 Oct 2019
The Non-IID Data Quagmire of Decentralized Machine Learning Kevin Hsieh Amar Phanishayee O. Mutlu Phillip B. Gibbons 192 576 0 01 Oct 2019
Predicting with High Correlation Features Devansh Arpit Caiming Xiong R. Socher OODD OOD 58 7 0 01 Oct 2019
MIOpen: An Open Source Library For Deep Learning Primitives Jehandad Khan Paul Fultz Artem Tamazov Daniel Lowell Chao-Jung Liu ... Vasilii Filippov Jing Zhang Jing Zhou Bragadeesh Natarajan Mayank Daga VLM MoE 50 40 0 30 Sep 2019
Towards Controllable and Personalized Review Generation P. Li Alexander Tuzhilin SyDa 72 36 0 30 Sep 2019
XNOR-Net++: Improved Binary Neural Networks Adrian Bulat Georgios Tzimiropoulos MQ 90 205 0 30 Sep 2019
Automated design of error-resilient and hardware-efficient deep neural networks Christoph Schorn T. Elsken Sebastian Vogel Armin Runge A. Guntoro G. Ascheid AAML 47 32 0 30 Sep 2019
Relaxing Bijectivity Constraints with Continuously Indexed Normalising Flows R. Cornish Anthony L. Caterini George Deligiannidis Arnaud Doucet 50 3 0 30 Sep 2019