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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
eXpose: A Character-Level Convolutional Neural Network with Embeddings For Detecting Malicious URLs, File Paths and Registry Keys Joshua Saxe Konstantin Berlin 98 208 0 27 Feb 2017
Boosted Generative Models Aditya Grover Stefano Ermon 82 51 0 27 Feb 2017
Memory-Efficient Global Refinement of Decision-Tree Ensembles and its Application to Face Alignment Nenad Markuš Ivan Gogić Igor S. Pandzic Jörgen Ahlberg CVBM 72 1 0 27 Feb 2017
Boundary-Seeking Generative Adversarial Networks R. Devon Hjelm Athul Paul Jacob Tong Che Adam Trischler Kyunghyun Cho Yoshua Bengio GAN 99 170 0 27 Feb 2017
Asymmetric Tri-training for Unsupervised Domain Adaptation Kuniaki Saito Yoshitaka Ushiku Tatsuya Harada 127 587 0 27 Feb 2017
McGan: Mean and Covariance Feature Matching GAN Youssef Mroueh Tom Sercu Vaibhava Goel GAN 101 159 0 27 Feb 2017
Low-Precision Batch-Normalized Activations Benjamin Graham MQ 79 9 0 27 Feb 2017
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy Christian Wachinger M. Reuter T. Klein 3DV 388 332 0 27 Feb 2017
Fixed-point optimization of deep neural networks with adaptive step size retraining Sungho Shin Yoonho Boo Wonyong Sung MQ 109 34 0 27 Feb 2017
Building Fast and Compact Convolutional Neural Networks for Offline Handwritten Chinese Character Recognition Xuefeng Xiao Lianwen Jin Yafeng Yang Weixin Yang Jun Sun Tianhai Chang 69 155 0 26 Feb 2017
Learning Deep NBNN Representations for Robust Place Categorization Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo 47 33 0 25 Feb 2017
Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation Mohsen Ghafoorian Alireza Mehrtash Tina Kapur N. Karssemeijer E. Marchiori ... Bram van Ginneken Andrey Fedorov Purang Abolmaesumi B. Platel W. Wells MedIm OOD 74 336 0 25 Feb 2017
On the Origin of Deep Learning Haohan Wang Bhiksha Raj MedIm 3DV VLM 145 225 0 24 Feb 2017
Residual Convolutional CTC Networks for Automatic Speech Recognition Yisen Wang Xuejiao Deng Songbai Pu Zhiheng Huang 97 82 0 24 Feb 2017
Activation Ensembles for Deep Neural Networks Mark Harmon Diego Klabjan 179 35 0 24 Feb 2017
Learning Chained Deep Features and Classifiers for Cascade in Object Detection Wanli Ouyang Kun Wang Xin Zhu Xiaogang Wang ObjD 57 19 0 23 Feb 2017
Learning Deep Features via Congenerous Cosine Loss for Person Recognition Yu Liu Hongyang Li Xiaogang Wang CVBM 74 51 0 22 Feb 2017
PixelNet: Representation of the pixels, by the pixels, and for the pixels Aayush Bansal Xinlei Chen Bryan C. Russell Abhinav Gupta Deva Ramanan SSeg 90 120 0 21 Feb 2017
Object Detection in Videos with Tubelet Proposal Networks Kai Kang Hongsheng Li Tong Xiao Wanli Ouyang Junjie Yan Xihui Liu Xiaogang Wang 82 194 0 21 Feb 2017
Just DIAL: DomaIn Alignment Layers for Unsupervised Domain Adaptation Fabio Maria Carlucci Lorenzo Porzi Barbara Caputo Elisa Ricci Samuel Rota Buló OOD 83 48 0 21 Feb 2017
Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection Emre Çakir Giambattista Parascandolo Toni Heittola H. Huttunen Tuomas Virtanen ObjD 60 548 0 21 Feb 2017
Cosine Normalization: Using Cosine Similarity Instead of Dot Product in Neural Networks Chunjie Luo Jianfeng Zhan Lei Wang Qiang Yang 126 203 0 20 Feb 2017
A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural Networks Yixing Li Zichuan Liu Kai Xu Hao Yu Fengbo Ren MQ 35 38 0 20 Feb 2017
DR2-Net: Deep Residual Reconstruction Network for Image Compressive Sensing Hantao Yao Feng Dai Dongming Zhang Yike Ma Shiliang Zhang Yongdong Zhang Qi Tian 94 309 0 19 Feb 2017
Zoom Out-and-In Network with Recursive Training for Object Proposal Hongyang Li Yu Liu Wanli Ouyang Xiaogang Wang ObjD 84 23 0 19 Feb 2017
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation M. Drozdzal Gabriel Chartrand Eugene Vorontsov Lisa Di-Jorio A. Tang Adriana Romero Yoshua Bengio C. Pal Samuel Kadoury MedIm 63 219 0 16 Feb 2017
Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach Sergi Valverde Mariano Cabezas E. Roura Sandra González-Villá D. Pareto J. Vilanova L. Ramió-Torrentá À. Rovira A. Oliver Xavier Llado 45 351 0 16 Feb 2017
Deep Hybrid Similarity Learning for Person Re-identification Jianqing Zhu H. Zeng Tianran Ouyang Zhen Lei C. Cai Lixin Zheng 59 76 0 16 Feb 2017
Multi-Task Convolutional Neural Network for Pose-Invariant Face Recognition Xi Yin Xiaoming Liu CVBM 94 286 0 15 Feb 2017
Small Boxes Big Data: A Deep Learning Approach to Optimize Variable Sized Bin Packing Feng Mao E. Blanco Mingang Fu Rohit Jain Anurag Gupta Sebastien Mancel Rong Yuan Stephen D. Guo Sai Kumar Yayang Tian 31 17 0 14 Feb 2017
On Detecting Adversarial Perturbations J. H. Metzen Tim Genewein Volker Fischer Bastian Bischoff AAML 119 952 0 14 Feb 2017
Cognitive Mapping and Planning for Visual Navigation Saurabh Gupta Varun Tolani James Davidson Sergey Levine Rahul Sukthankar Jitendra Malik 106 715 0 13 Feb 2017
Next-Step Conditioned Deep Convolutional Neural Networks Improve Protein Secondary Structure Prediction A. Busia Navdeep Jaitly 53 45 0 13 Feb 2017
Estimation of the volume of the left ventricle from MRI images using deep neural networks Fangzhou Liao Xi Chen Xiaolin Hu Sen Song 84 50 0 13 Feb 2017
A Novel Weight-Shared Multi-Stage CNN for Scale Robustness Ryo Takahashi Takashi Matsubara K. Uehara OOD 64 21 0 12 Feb 2017
Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models Sergey Ioffe BDL 85 540 0 10 Feb 2017
Video Frame Synthesis using Deep Voxel Flow Ziwei Liu Raymond A. Yeh Xiaoou Tang Yiming Liu A. Agarwala 126 750 0 08 Feb 2017
A Hybrid Convolutional Variational Autoencoder for Text Generation Stanislau Semeniuta Aliaksei Severyn Erhardt Barth 103 253 0 08 Feb 2017
Gated Multimodal Units for Information Fusion John Arevalo Thamar Solorio Manuel Montes-y-Gómez Fabio Gonzalez 104 382 0 07 Feb 2017
Prediction of Kidney Function from Biopsy Images Using Convolutional Neural Networks D. Ledbetter L. Ho K. Lemley MedIm 44 15 0 06 Feb 2017
A Deep Convolutional Neural Network for Background Subtraction M. Babaee D. Dinh Gerhard Rigoll 72 87 0 06 Feb 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 142 505 0 03 Feb 2017
HashNet: Deep Learning to Hash by Continuation Zhangjie Cao Mingsheng Long Jianmin Wang Philip S. Yu 110 622 0 02 Feb 2017
Evolving Boxes for Fast Vehicle Detection Li Wang Yao Lu Hong Wang Yingbin Zheng Hao Ye Xiangyang Xue ViT ObjD 94 104 0 01 Feb 2017
Skip Connections Eliminate Singularities Emin Orhan Xaq Pitkow 106 25 0 31 Jan 2017
Stable and Controllable Neural Texture Synthesis and Style Transfer Using Histogram Losses E. Risser Pierre Wilmot Connelly Barnes 112 248 0 31 Jan 2017
Universal representations:The missing link between faces, text, planktons, and cat breeds Hakan Bilen Andrea Vedaldi 82 147 0 25 Jan 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 323 1,549 0 25 Jan 2017
Regularizing Neural Networks by Penalizing Confident Output Distributions Gabriel Pereyra George Tucker J. Chorowski Lukasz Kaiser Geoffrey E. Hinton NoLa 178 1,141 0 23 Jan 2017
Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer Noam M. Shazeer Azalia Mirhoseini Krzysztof Maziarz Andy Davis Quoc V. Le Geoffrey E. Hinton J. Dean MoE 255 2,705 0 23 Jan 2017