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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
Improved Multi-Stage Training of Online Attention-based Encoder-Decoder Models Abhinav Garg Dhananjaya N. Gowda Ankur Kumar Kwangyoun Kim Mehul Kumar Chanwoo Kim 3DV 44 15 0 28 Dec 2019
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Neural ODEs for Image Segmentation with Level Sets Rafael Valle F. Reda Mohammad Shoeybi P. LeGresley Andrew Tao Bryan Catanzaro 52 9 0 25 Dec 2019
Competing Ratio Loss for Discriminative Multi-class Image Classification Kecheng Zhang Yurong Guo Xinsheng Wang Dongliang Chang Zhenbing Zhao Zhanyu Ma T. Han 63 4 0 25 Dec 2019
CProp: Adaptive Learning Rate Scaling from Past Gradient Conformity Konpat Preechakul B. Kijsirikul ODL 40 3 0 24 Dec 2019
Audio-based automatic mating success prediction of giant pandas W. Yan Maolin Tang Qijun Zhao Peng Chen Dunwu Qi R. Hou Zhihe Zhang 23 0 0 24 Dec 2019
Big Transfer (BiT): General Visual Representation Learning Alexander Kolesnikov Lucas Beyer Xiaohua Zhai J. Puigcerver Jessica Yung Sylvain Gelly N. Houlsby MQ 321 1,211 0 24 Dec 2019
TRADI: Tracking deep neural network weight distributions for uncertainty estimation Gianni Franchi Andrei Bursuc Emanuel Aldea Séverine Dubuisson Isabelle Bloch UQCV 167 52 0 24 Dec 2019
Multi-Graph Transformer for Free-Hand Sketch Recognition Peng Xu Chaitanya K. Joshi Xavier Bresson ViT 115 88 0 24 Dec 2019
A Simple and Effective Framework for Pairwise Deep Metric Learning Qi Qi Yan Yan Xiaoyu Wang Tianbao Yang 142 26 0 24 Dec 2019
BackPACK: Packing more into backprop Felix Dangel Frederik Kunstner Philipp Hennig ODL 111 103 0 23 Dec 2019
Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild Xin Chen Lingxi Xie Jun Wu Qi Tian 137 96 0 23 Dec 2019
Oriented Objects as pairs of Middle Lines Haoran Wei Yue Zhang Lingtao Zhou Hao Li Hongqi Wang Rongxin Guo ObjD 101 218 0 23 Dec 2019
A Robust and Precise ConvNet for small non-coding RNA classification (RPC-snRC) Muhammad Nabeel Asim M. I. Malik Andreas Dengel Sheraz Ahmed 23 19 0 23 Dec 2019
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 150 1,030 0 22 Dec 2019
End-Point Detection with State Transition Model based on Chunk-Wise Classification Juntae Kim Jaesung Bae Minsoo Hahn 20 0 0 22 Dec 2019
Adversarial Cross-Domain Action Recognition with Co-Attention Boxiao Pan Zhangjie Cao Ehsan Adeli Juan Carlos Niebles ViT 100 106 0 22 Dec 2019
Depth Completion via Deep Basis Fitting Chao Qu Ty Nguyen Camillo J Taylor 80 38 0 21 Dec 2019
A Deep Learning Model for Chilean Bills Classification Daniel San Martín Daniel Manzano 15 2 0 21 Dec 2019
Unsupervised Domain Adversarial Self-Calibration for Electromyographic-based Gesture Recognition Ulysse Côté-Allard Gabriel Gagnon-Turcotte A. Phinyomark K. Glette Erik J. Scheme François Laviolette Benoit Gosselin 64 51 0 21 Dec 2019
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition Qiuqiang Kong Yin Cao Turab Iqbal Yuxuan Wang Wenwu Wang Mark D. Plumbley VLM SSL 265 1,091 0 21 Dec 2019
Group-Connected Multilayer Perceptron Networks Mohammad Kachuee Sajad Darabi Shayan Fazeli Majid Sarrafzadeh AI4CE 61 2 0 20 Dec 2019
LS-Net: Fast Single-Shot Line-Segment Detector Van Nhan Nguyen Robert Jenssen D. Roverso 59 52 0 19 Dec 2019
FQ-Conv: Fully Quantized Convolution for Efficient and Accurate Inference Bram-Ernst Verhoef Nathan Laubeuf S. Cosemans P. Debacker Ioannis A. Papistas A. Mallik D. Verkest MQ 65 16 0 19 Dec 2019
Mean field theory for deep dropout networks: digging up gradient backpropagation deeply Wei Huang R. Xu Weitao Du Yutian Zeng Yunce Zhao 68 6 0 19 Dec 2019
Optimization for deep learning: theory and algorithms Ruoyu Sun ODL 137 169 0 19 Dec 2019
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion Hongxu Yin Pavlo Molchanov Zhizhong Li J. Álvarez Arun Mallya Derek Hoiem N. Jha Jan Kautz 173 570 0 18 Dec 2019
ResNetX: a more disordered and deeper network architecture Wenfeng Feng Xin Zhang Guangpeng Zhao 51 3 0 18 Dec 2019
A Web Page Classifier Library Based on Random Image Content Analysis Using Deep Learning L. E. Leal Kaj-Mikael Björk A. Lendasse Anton Akusok 131 9 0 18 Dec 2019
Real-Time Object Detection and Localization in Compressive Sensed Video on Embedded Hardware Y. Bethi Sathyaprakash Narayanan Venkat Rangan Chetan Singh Thakur 38 2 0 18 Dec 2019
Relational Mimic for Visual Adversarial Imitation Learning Lionel Blondé Yichuan Tang Jian Zhang Russ Webb 47 0 0 18 Dec 2019
Learning Regional Attraction for Line Segment Detection Nan Xue S. Bai Fudong Wang Guisong Xia Tianfu Wu Liangpei Zhang Philip Torr 74 32 0 18 Dec 2019
On the Bias-Variance Tradeoff: Textbooks Need an Update Brady Neal 43 18 0 17 Dec 2019
PointRend: Image Segmentation as Rendering Alexander Kirillov Yuxin Wu Kaiming He Ross B. Girshick ISeg 203 905 0 17 Dec 2019
Accelerating PDE-constrained Inverse Solutions with Deep Learning and Reduced Order Models Sheroze Sheriffdeen J. Ragusa J. Morel M. Adams T. Bui-Thanh AI4CE 55 15 0 17 Dec 2019
Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimation Guangyi Zhang Ali Etemad 52 45 0 17 Dec 2019
Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data F. Such Aditya Rawal Joel Lehman Kenneth O. Stanley Jeff Clune DD 72 159 0 17 Dec 2019
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture Recognition Ulysse Côté-Allard Gabriel Gagnon-Turcotte A. Phinyomark K. Glette Erik J. Scheme François Laviolette Benoit Gosselin 49 7 0 16 Dec 2019
Automated Thalamic Nuclei Segmentation Using Multi-Planar Cascaded Convolutional Neural Networks Mohammed S. Majdi M. Keerthivasan B. Rutt N. Zahr Jeffrey J. Rodríguez M. Saranathan 41 0 0 16 Dec 2019
Transductive Zero-Shot Learning for 3D Point Cloud Classification A. Cheraghian Shafin Rahman Dylan Campbell L. Petersson 3DPC 102 57 0 16 Dec 2019
PyHessian: Neural Networks Through the Lens of the Hessian Z. Yao A. Gholami Kurt Keutzer Michael W. Mahoney ODL 91 305 0 16 Dec 2019
What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance Mahmoud Afifi M. Brown AAML 86 115 0 15 Dec 2019
Regularizing Deep Multi-Task Networks using Orthogonal Gradients Mihai Suteu Yike Guo 78 59 0 14 Dec 2019
SPIN: A High Speed, High Resolution Vision Dataset for Tracking and Action Recognition in Ping Pong S. Schwarcz Peng Xu Davide D‘Ambrosio Juhana Kangaspunta A. Angelova Huong Phan Navdeep Jaitly 65 7 0 13 Dec 2019
WaLDORf: Wasteless Language-model Distillation On Reading-comprehension J. Tian A. Kreuzer Pai-Hung Chen Hans-Martin Will VLM 60 3 0 13 Dec 2019
Fully-Convolutional Intensive Feature Flow Neural Network for Text Recognition Zhao Zhang Zemin Tang Zheng Zhang Yang Wang Jie Qin Meng Wang 85 7 0 13 Dec 2019
PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices Delia Velasco-Montero Jorge Fernández-Berni R. Carmona-Galán Á. Rodríguez-Vázquez 43 21 0 13 Dec 2019
Toward Automatic Threat Recognition for Airport X-ray Baggage Screening with Deep Convolutional Object Detection Kevin J. Liang J. Sigman Gregory P. Spell D. Strellis William Chang Felix Liu Tejas Mehta Lawrence Carin 59 37 0 13 Dec 2019
Local Context Normalization: Revisiting Local Normalization Anthony Ortiz Caleb Robinson Dan Morris O. Fuentes Christopher Kiekintveld Mahmudulla Hassan Nebojsa Jojic 44 26 0 12 Dec 2019