Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

11 February 2015

Sergey Ioffe

Papers citing "Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift"

50 / 7,472 papers shown

Title
Enhancing Underwater Imagery using Generative Adversarial Networks C. Fabbri M. Islam Junaed Sattar GAN 33 562 0 11 Jan 2018
Adaptive Graph Convolutional Neural Networks Ruoyu Li Sheng Wang Feiyun Zhu Junzhou Huang GNN 26 746 0 10 Jan 2018
Moments in Time Dataset: one million videos for event understanding Mathew Monfort A. Andonian Bolei Zhou K. Ramakrishnan Sarah Adel Bargal ... L. Brown Quanfu Fan Dan Gutfreund Carl Vondrick A. Oliva 47 538 0 09 Jan 2018
Data Augmentation by Pairing Samples for Images Classification H. Inoue 28 420 0 09 Jan 2018
SketchyGAN: Towards Diverse and Realistic Sketch to Image Synthesis W. Chen James Hays GAN 28 305 0 09 Jan 2018
Boundary Optimizing Network (BON) Marco Singh A. Pai 22 0 0 08 Jan 2018
Learning Tree-based Deep Model for Recommender Systems Ziru Xu Xiang Li Pengye Zhang Guozheng Li Jie He Han Li Kun Gai 24 286 0 08 Jan 2018
Deep Fingerprinting: Undermining Website Fingerprinting Defenses with Deep Learning Payap Sirinam Mohsen Imani Marc Juárez M. Wright 19 453 0 07 Jan 2018
2D-Densely Connected Convolution Neural Networks for automatic Liver and Tumor Segmentation Krishna Chaitanya Kaluva Mahendra Khened Avinash Kori Ganapathy Krishnamurthi MedIm 38 53 0 05 Jan 2018
Multi-Scale Attention with Dense Encoder for Handwritten Mathematical Expression Recognition Jianshu Zhang Jun Du Lirong Dai 32 123 0 05 Jan 2018
What have we learned from deep representations for action recognition? Christoph Feichtenhofer A. Pinz Richard P. Wildes Andrew Zisserman SSL 28 47 0 04 Jan 2018
Semantic Segmentation via Highly Fused Convolutional Network with Multiple Soft Cost Functions Tao Yang Yan Wu Junqiao Zhao Linting Guan SSeg 57 37 0 04 Jan 2018
Accelerating Deep Learning with Memcomputing Haik Manukian F. Traversa M. Di Ventra AI4CE 33 33 0 01 Jan 2018
Script Identification in Natural Scene Image and Video Frame using Attention based Convolutional-LSTM Network A. Bhunia Aishik Konwer A. Bhunia A. Bhowmick P. Roy Umapada Pal 27 124 0 01 Jan 2018
Towards automated patient data cleaning using deep learning: A feasibility study on the standardization of organ labeling T. Rozario T. Long Mingli Chen W. Lu Steve B. Jiang 17 9 0 30 Dec 2017
Gradient Regularization Improves Accuracy of Discriminative Models D. Varga Adrián Csiszárik Zsolt Zombori 18 53 0 28 Dec 2017
Rapid Adaptation with Conditionally Shifted Neurons Tsendsuren Munkhdalai Xingdi Yuan Soroush Mehri Adam Trischler 21 13 0 28 Dec 2017
Visualizing the Loss Landscape of Neural Nets Hao Li Zheng Xu Gavin Taylor Christoph Studer Tom Goldstein 108 1,848 0 28 Dec 2017
Improved Inception-Residual Convolutional Neural Network for Object Recognition Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha V. Asari 46 116 0 28 Dec 2017
Detect-and-Track: Efficient Pose Estimation in Videos Rohit Girdhar Georgia Gkioxari Lorenzo Torresani Manohar Paluri Du Tran 3DH 32 229 0 26 Dec 2017
Brain Tumor Segmentation Based on Refined Fully Convolutional Neural Networks with A Hierarchical Dice Loss Jiachi Zhang Xiaolei Shen Tianqi Zhuo Hong Zhou 27 39 0 25 Dec 2017
On the Integration of Optical Flow and Action Recognition Laura Sevilla-Lara Yiyi Liao Fatma Guney Varun Jampani Andreas Geiger Michael J. Black 24 192 0 22 Dec 2017
Learning Sight from Sound: Ambient Sound Provides Supervision for Visual Learning Andrew Owens Jiajun Wu Josh H. McDermott William T. Freeman Antonio Torralba SSL 41 177 0 20 Dec 2017
Objects that Sound Relja Arandjelović Andrew Zisserman ObjD VOS 44 528 0 18 Dec 2017
Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning F. Such Vashisht Madhavan Edoardo Conti Joel Lehman Kenneth O. Stanley Jeff Clune 41 686 0 18 Dec 2017
Dynamic Weight Alignment for Temporal Convolutional Neural Networks Brian Kenji Iwana S. Uchida AI4TS 24 8 0 18 Dec 2017
Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network E. Bonmati Yipeng Hu Nikhil Sindhwani H. Dietz Jan D'hooge D. Barratt Jan Deprest Tom Kamiel Magda Vercauteren 29 30 0 18 Dec 2017
Video Object Detection with an Aligned Spatial-Temporal Memory Fanyi Xiao Yong Jae Lee 49 189 0 18 Dec 2017
Attenuation correction for brain PET imaging using deep neural network based on dixon and ZTE MR images Kuang Gong Jaewon Yang Kyungsang Kim G. El Fakhri Youngho Seo Quanzheng Li 36 95 0 17 Dec 2017
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Peng Sun W. Zuo Lei Zhang SupR 44 903 0 17 Dec 2017
Spatial As Deep: Spatial CNN for Traffic Scene Understanding Xingang Pan Jianping Shi Ping Luo Xiaogang Wang Xiaoou Tang 3DPC 29 976 0 17 Dec 2017
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 86 3,060 0 15 Dec 2017
The exploding gradient problem demystified - definition, prevalence, impact, origin, tradeoffs, and solutions George Philipp D. Song J. Carbonell ODL 35 46 0 15 Dec 2017
SEE: Towards Semi-Supervised End-to-End Scene Text Recognition Christian Bartz Haojin Yang Christoph Meinel 29 64 0 14 Dec 2017
Symbol detection in online handwritten graphics using Faster R-CNN Frank D. Julca-Aguilar N. Hirata 36 25 0 13 Dec 2017
Over the Air Deep Learning Based Radio Signal Classification Tim O'Shea Tamoghna Roy T. Clancy 30 1,064 0 13 Dec 2017
Im2Flow: Motion Hallucination from Static Images for Action Recognition Ruohan Gao Bo Xiong Kristen Grauman 33 92 0 12 Dec 2017
Fine-Grained Object Recognition and Zero-Shot Learning in Remote Sensing Imagery Gencer Sumbul R. G. Cinbis S. Aksoy 17 85 0 09 Dec 2017
An End to End Deep Neural Network for Iris Segmentation in Unconstraint Scenarios S. Bazrafkan Shejin Thavalengal Peter Corcoran 3DV 38 77 0 07 Dec 2017
Learned Perceptual Image Enhancement Hossein Talebi Esfandarani P. Milanfar 21 80 0 07 Dec 2017
MoDL: Model Based Deep Learning Architecture for Inverse Problems H. Aggarwal M. Mani M. Jacob 81 1,000 0 07 Dec 2017
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Jifeng Wang Xiang Li Le Hui Jian Yang GAN 28 396 0 07 Dec 2017
SGAN: An Alternative Training of Generative Adversarial Networks Tatjana Chavdarova F. Fleuret GAN 38 57 0 06 Dec 2017
AdaBatch: Adaptive Batch Sizes for Training Deep Neural Networks Aditya Devarakonda Maxim Naumov M. Garland ODL 24 136 0 06 Dec 2017
Learning to Forecast Videos of Human Activity with Multi-granularity Models and Adaptive Rendering Mengyao Zhai Jiacheng Chen Ruizhi Deng Lei Chen Ligeng Zhu Greg Mori 3DH 26 2 0 05 Dec 2017
Grounding Referring Expressions in Images by Variational Context Hanwang Zhang Yulei Niu Shih-Fu Chang BDL ObjD 21 219 0 05 Dec 2017
O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis Peng-Shuai Wang Yang Liu Yu-Xiao Guo Chun-Yu Sun Xin Tong 3DV 37 204 0 05 Dec 2017
CNN based Learning using Reflection and Retinex Models for Intrinsic Image Decomposition A. S. Baslamisli Hoàng-Ân Lê Theo Gevers 34 66 0 04 Dec 2017
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization P. Li Jiangtao Xie Qilong Wang Zilin Gao 27 255 0 04 Dec 2017
Wasserstein Divergence for GANs Jiqing Wu Zhiwu Huang Janine Thoma Dinesh Acharya Luc Van Gool 39 138 0 04 Dec 2017