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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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DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation Jeong Joon Park Peter R. Florence Julian Straub Richard Newcombe S. Lovegrove 3DV 375 3,723 0 16 Jan 2019
Bonseyes AI Pipeline -- bringing AI to you. End-to-end integration of data, algorithms and deployment tools Miguel de Prado Jing Su Rabia Saeed Lorenzo Keller Noelia Vállez ... Luca Benini Tim Llewellynn Nabil Ouerhani Rozenn Dahyot Nuria Pazos 13 19 0 15 Jan 2019
Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems Yibo Yang P. Perdikaris SyDa BDL AI4CE 66 56 0 15 Jan 2019
Normalized Flat Minima: Exploring Scale Invariant Definition of Flat Minima for Neural Networks using PAC-Bayesian Analysis Yusuke Tsuzuku Issei Sato Masashi Sugiyama 84 77 0 15 Jan 2019
SISC: End-to-end Interpretable Discovery Radiomics-Driven Lung Cancer Prediction via Stacked Interpretable Sequencing Cells Vignesh Sankar Devinder Kumar David A Clausi Graham W. Taylor Alexander Wong 58 24 0 15 Jan 2019
Music Artist Classification with Convolutional Recurrent Neural Networks Zain Nasrullah Yue Zhao 56 45 0 14 Jan 2019
Assessment of central serous chorioretinopathy (CSC) depicted on color fundus photographs using deep Learning Yi Zhen Hang Chen Xu Zhang Meng Liu Xin Meng Jian Zhang J. Pu 35 15 0 14 Jan 2019
Towards Using Context-Dependent Symbols in CTC Without State-Tying Decision Trees J. Chorowski A. Lancucki Bartosz Kostka Michal Zapotoczny 48 5 0 14 Jan 2019
A Novel Topology Optimization Approach using Conditional Deep Learning Sharad Rawat M. Shen BDL 80 54 0 14 Jan 2019
DeepFlash: Turning a Flash Selfie into a Studio Portrait N. Capece Francesco Banterle Paolo Cignoni F. Ganovelli Roberto Scopigno U. Erra 128 22 0 14 Jan 2019
RNN-based Generative Model for Fine-Grained Sketching A. Jenal Nikolay Savinov Torsten Sattler G. Chaurasia GAN 32 4 0 13 Jan 2019
Input Prioritization for Testing Neural Networks Taejoon Byun Vaibhav Sharma Abhishek Vijayakumar Sanjai Rayadurgam D. Cofer AAML 62 67 0 11 Jan 2019
Multi-Level Batch Normalization In Deep Networks For Invasive Ductal Carcinoma Cell Discrimination In Histopathology Images Francisco Perdigon Romero A. Tang Samuel Kadoury 43 19 0 11 Jan 2019
The Benefits of Over-parameterization at Initialization in Deep ReLU Networks Devansh Arpit Yoshua Bengio 72 22 0 11 Jan 2019
Learning Manipulation States and Actions for Efficient Non-prehensile Rearrangement Planning Joshua A. Haustein Isac Arnekvist J. A. Stork Kaiyu Hang Danica Kragic 56 11 0 11 Jan 2019
FishNet: A Versatile Backbone for Image, Region, and Pixel Level Prediction Shuyang Sun Jiangmiao Pang Jianping Shi Shuai Yi Wanli Ouyang 119 101 0 11 Jan 2019
DMC-Net: Generating Discriminative Motion Cues for Fast Compressed Video Action Recognition Zheng Shou Xudong Lin Yannis Kalantidis Laura Sevilla-Lara Marcus Rohrbach Shih-Fu Chang Zhicheng Yan VGen 120 120 0 11 Jan 2019
RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free Cheng-Yang Fu Mykhailo Shvets Alexander C. Berg ObjD 101 142 0 10 Jan 2019
Data Augmentation of Room Classifiers using Generative Adversarial Networks C. Papayiannis C. Evers Patrick A. Naylor 106 1 0 10 Jan 2019
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation Chenxi Liu Liang-Chieh Chen Florian Schroff Hartwig Adam Wei Hua Alan Yuille Li Fei-Fei SSeg 135 988 0 10 Jan 2019
Deep Learning for Human Affect Recognition: Insights and New Developments Philipp V. Rouast M. Adam R. Chiong 79 170 0 09 Jan 2019
Individual common dolphin identification via metric embedding learning Soren Bouma Matthew D. M. Pawley K. Hupman A. Gilman 48 32 0 09 Jan 2019
Deep Neural Networks Predicting Oil Movement in a Development Unit Pavel Temirchev M. Simonov R. Kostoev Evgeny Burnaev Ivan Oseledets A. Akhmetov A. Margarit A. Sitnikov D. Koroteev AI4CE 56 51 0 08 Jan 2019
Panoptic Feature Pyramid Networks Alexander Kirillov Ross B. Girshick Kaiming He Piotr Dollár ISeg SSeg 206 1,295 0 08 Jan 2019
Using fuzzy bits and neural networks to partially invert few rounds of some cryptographic hash functions S. V. Goncharov 51 6 0 08 Jan 2019
Guidelines and Benchmarks for Deployment of Deep Learning Models on Smartphones as Real-Time Apps Abhishek Sehgal N. Kehtarnavaz 46 38 0 08 Jan 2019
Sinusoidal wave generating network based on adversarial learning and its application: synthesizing frog sounds for data augmentation Sangwook Park D. Han Hanseok Ko AAML GAN 37 6 0 07 Jan 2019
GASL: Guided Attention for Sparsity Learning in Deep Neural Networks A. Torfi Rouzbeh A. Shirvani Sobhan Soleymani Nasser M. Nasrabadi 77 8 0 07 Jan 2019
DSConv: Efficient Convolution Operator Marcelo Gennari Roger Fawcett V. Prisacariu MQ 48 68 0 07 Jan 2019
Learning the optimal state-feedback via supervised imitation learning Dharmesh Tailor Dario Izzo 89 38 0 07 Jan 2019
Channel Locality Block: A Variant of Squeeze-and-Excitation Huayu Li 44 8 0 06 Jan 2019
RNNSecureNet: Recurrent neural networks for Cyber security use-cases R. MohammedHarunBabu R. Vinayakumar K. Soman 13 9 0 05 Jan 2019
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation Shusil Dangi Cristian A. Linte Z. Yaniv 67 70 0 04 Jan 2019
Learning Sound Event Classifiers from Web Audio with Noisy Labels Eduardo Fonseca Manoj Plakal D. Ellis F. Font Xavier Favory Xavier Serra NoLa 78 111 0 04 Jan 2019
Intelligent Intersection: Two-Stream Convolutional Networks for Real-time Near Accident Detection in Traffic Video Xiaohui Huang Pan He Anand Rangarajan Sanjay Ranka 76 55 0 04 Jan 2019
Instance Segmentation of Fibers from Low Resolution CT Scans via 3D Deep Embedding Learning Tomasz K. Konopczynski Thorben Kröger Lei Zheng Jurgen Hesser ISeg 3DPC 69 19 0 04 Jan 2019
Deep Speech Enhancement for Reverberated and Noisy Signals using Wide Residual Networks D. González Jorge Llombart A. Miguel Luis Vicente 55 15 0 03 Jan 2019
Optical Fringe Patterns Filtering Based on Multi-Stage Convolution Neural Network Bowen Lin S. Fu Caiming Zhang Fengling Wang Yuliang Li 61 51 0 02 Jan 2019
Closing the gap towards end-to-end autonomous vehicle system Yonatan Glassner Liran Gispan Ariel Ayash Tal Furman Shohet 48 6 0 01 Jan 2019
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding Menglei Zhang Zhou Liu Lei Yu 33 5 0 31 Dec 2018
High Quality Monocular Depth Estimation via Transfer Learning Ibraheem Alhashim Peter Wonka MDE 3DV 76 461 0 31 Dec 2018
Accurate, Data-Efficient, Unconstrained Text Recognition with Convolutional Neural Networks Mohamed Yousef K. Hussain U. S. Mohammed 3DV 98 126 0 31 Dec 2018
Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm Charbel Sakr Naresh R Shanbhag MQ 84 43 0 31 Dec 2018
Deep Residual Learning in the JPEG Transform Domain Max Ehrlich L. Davis 90 125 0 31 Dec 2018
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification Marc Combalia João Paulo Papa 83 83 0 30 Dec 2018
A High-Performance CNN Method for Offline Handwritten Chinese Character Recognition and Visualization Pavlo Melnyk Zhiqiang You Keqin Li 44 73 0 30 Dec 2018
A Deep Learning based Framework to Detect and Recognize Humans using Contactless Palmprints in the Wild Yang Liu Ajay Kumar 45 8 0 29 Dec 2018
Autoencoder Based Residual Deep Networks for Robust Regression Prediction and Spatiotemporal Estimation Lianfa Li Ying Fang Jun Wu Jinfeng Wang 32 13 0 29 Dec 2018
Exploring Weight Symmetry in Deep Neural Networks S. Hu Sergey Zagoruyko N. Komodakis 51 33 0 28 Dec 2018
Car Detection using Unmanned Aerial Vehicles: Comparison between Faster R-CNN and YOLOv3 Bilel Benjdira Taha Khursheed Anis Koubaa Adel Ammar K. Ouni 65 251 0 28 Dec 2018