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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
Hallucinating robots: Inferring Obstacle Distances from Partial Laser Measurements Jens Lundell Francesco Verdoja Ville Kyrki 34 7 0 31 May 2018
Robust Place Categorization with Deep Domain Generalization Massimiliano Mancini Samuel Rota Buló Barbara Caputo Elisa Ricci OOD 88 55 0 30 May 2018
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Channel Gating Neural Networks Weizhe Hua Yuan Zhou Christopher De Sa Zhiru Zhang G. E. Suh 70 180 0 29 May 2018
How Does Batch Normalization Help Optimization? Shibani Santurkar Dimitris Tsipras Andrew Ilyas Aleksander Madry ODL 160 1,552 0 29 May 2018
Rice Classification Using Spatio-Spectral Deep Convolutional Neural Network I. Chatnuntawech Kittipong Tantisantisom P. Khanchaitit T. Boonkoom B. Bilgiç Ekapol Chuangsuwanich 32 26 0 29 May 2018
Improved Mixed-Example Data Augmentation Cecilia Summers M. Dinneen 111 161 0 29 May 2018
Microscopy Cell Segmentation via Convolutional LSTM Networks Assaf Arbelle Tammy Riklin-Raviv 79 74 0 29 May 2018
Lipschitz regularity of deep neural networks: analysis and efficient estimation Kevin Scaman Aladin Virmaux 197 533 0 28 May 2018
Online Multi-Object Tracking with Historical Appearance Matching and Scene Adaptive Detection Filtering Young-Chul Yoon Abhijeet Boragule Young-min Song Kwangjin Yoon M. Jeon VOT 77 79 0 28 May 2018
Adaptive Network Sparsification with Dependent Variational Beta-Bernoulli Dropout Juho Lee Saehoon Kim Jaehong Yoon Haebeom Lee Eunho Yang Sung Ju Hwang 55 12 0 28 May 2018
Sigsoftmax: Reanalysis of the Softmax Bottleneck Sekitoshi Kanai Yasuhiro Fujiwara Yuki Yamanaka S. Adachi 79 70 0 28 May 2018
Keep and Learn: Continual Learning by Constraining the Latent Space for Knowledge Preservation in Neural Networks Hyo-Eun Kim Seungwook Kim Jaehwan Lee CLL 55 31 0 28 May 2018
Improving the Resolution of CNN Feature Maps Efficiently with Multisampling Shayan Sadigh P. Sen SSL 29 3 0 28 May 2018
Learning Instance-Aware Object Detection Using Determinantal Point Processes Nuri Kim Donghoon Lee Songhwai Oh 50 4 0 28 May 2018
Multi-region segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks Jose Dolz Xiaopan Xu Jérôme Rony Jing Yuan Yang Liu Eric Granger Christian Desrosiers Xi Zhang Ismail Ben Ayed Hongbing Lu MedIm 93 80 0 28 May 2018
Defending Against Adversarial Attacks by Leveraging an Entire GAN G. Santhanam Paulina Grnarova AAML 47 40 0 27 May 2018
Generative Adversarial Image Synthesis with Decision Tree Latent Controller Takuhiro Kaneko Kaoru Hiramatsu K. Kashino 89 25 0 27 May 2018
DPW-SDNet: Dual Pixel-Wavelet Domain Deep CNNs for Soft Decoding of JPEG-Compressed Images Honggang Chen Xiaohai He L. Qing Shuhua Xiong Truong Thao Nguyen 73 48 0 27 May 2018
Automatic context window composition for distant speech recognition Mirco Ravanelli M. Omologo 49 15 0 26 May 2018
Accelerating CNN inference on FPGAs: A Survey K. Abdelouahab Maxime Pelcat Jocelyn Serot F. Berry AI4CE 53 149 0 26 May 2018
SLSDeep: Skin Lesion Segmentation Based on Dilated Residual and Pyramid Pooling Networks Md. Mostafa Kamal Sarker Hatem A. Rashwan Farhan Akram Syeda Furruka Banu Adel Saleh ... Forhad U. H. Chowdhury Saddam Abdulwahab S. Romaní Petia Radeva D. Puig MedIm 78 146 0 25 May 2018
Scalable Methods for 8-bit Training of Neural Networks Ron Banner Itay Hubara Elad Hoffer Daniel Soudry MQ 94 342 0 25 May 2018
A Lifelong Learning Approach to Brain MR Segmentation Across Scanners and Protocols Neerav Karani K. Chaitanya Christian F. Baumgartner E. Konukoglu 100 120 0 25 May 2018
Object-Oriented Dynamics Predictor Guangxiang Zhu Zhiao Huang Chongjie Zhang AI4CE 98 35 0 25 May 2018
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning Yanbin Liu Juho Lee Minseop Park Saehoon Kim Eunho Yang Sung Ju Hwang Yi Yang 124 671 0 25 May 2018
Learning from Multi-domain Artistic Images for Arbitrary Style Transfer Zheng Xu Michael J. Wilber Chen Fang Aaron Hertzmann Hailin Jin GAN OOD 87 15 0 25 May 2018
Cooking State Recognition from Images Using Inception Architecture Md Sirajus Salekin Ahmad Babaeian Jelodar Rafsanjany Kushol 45 17 0 25 May 2018
Image-to-image translation for cross-domain disentanglement Abel Gonzalez-Garcia Joost van de Weijer Yoshua Bengio DRL 103 243 0 24 May 2018
LF-Net: Learning Local Features from Images Y. Ono Eduard Trulls Pascal Fua K. M. Yi 87 531 0 24 May 2018
Semi-supervised classification by reaching consensus among modalities Zining Zhu Jekaterina Novikova Frank Rudzicz 42 9 0 23 May 2018
SNIPER: Efficient Multi-Scale Training Bharat Singh Mahyar Najibi L. Davis ObjD 96 491 0 23 May 2018
Learning towards Minimum Hyperspherical Energy Weiyang Liu Rongmei Lin Ziqiang Liu Lixin Liu Zhiding Yu Bo Dai Le Song 165 151 0 23 May 2018
Segmentation of Liver Lesions with Reduced Complexity Deep Models R. Pandey Aswin Vasan A. G. Ramakrishnan SSeg MedIm 71 14 0 23 May 2018
Towards the first adversarially robust neural network model on MNIST Lukas Schott Jonas Rauber Matthias Bethge Wieland Brendel AAML OOD 91 370 0 23 May 2018
Do Better ImageNet Models Transfer Better? Simon Kornblith Jonathon Shlens Quoc V. Le OOD MLT 184 1,334 0 23 May 2018
3D Human Pose Estimation with Relational Networks Sungheon Park Nojun Kwak 3DH 79 31 0 23 May 2018
Semi-Supervised Learning with GANs: Revisiting Manifold Regularization Bruno Lecouat Chuan-Sheng Foo Houssam Zenati V. Chandrasekhar GAN 61 31 0 23 May 2018
AffinityNet: semi-supervised few-shot learning for disease type prediction Tianle Ma A. Zhang 78 55 0 22 May 2018
Sparse Binary Compression: Towards Distributed Deep Learning with minimal Communication Felix Sattler Simon Wiedemann K. Müller Wojciech Samek MQ 68 216 0 22 May 2018
Self-supervised Multi-view Person Association and Its Applications Minh Vo Ersin Yumer Kalyan Sunkavalli Sunil Hadap Yaser Sheikh S. Narasimhan 69 26 0 22 May 2018
Multimodal Affective Analysis Using Hierarchical Attention Strategy with Word-Level Alignment Yue Gu Kangning Yang Shiyu Fu Shuhong Chen Xinyu Li I. Marsic 67 125 0 22 May 2018
Robust Conditional Generative Adversarial Networks Grigorios G. Chrysos Jean Kossaifi Stefanos Zafeiriou GAN 90 30 0 22 May 2018
Blind Predicting Similar Quality Map for Image Quality Assessment Da Pan Ping Shi Ming-rui Hou Zefeng Ying Sizhe Fu Yuan Zhang 66 104 0 22 May 2018
Classification Uncertainty of Deep Neural Networks Based on Gradient Information Philipp Oberdiek Matthias Rottmann Hanno Gottschalk UQCV 68 64 0 22 May 2018
Adapted Deep Embeddings: A Synthesis of Methods for $k$ -Shot Inductive Transfer Learning Tyler R. Scott Karl Ridgeway Michael C. Mozer 111 84 0 22 May 2018
Learning long-range spatial dependencies with horizontal gated-recurrent units Drew Linsley Junkyung Kim Vijay Veerabadran Thomas Serre 82 160 0 21 May 2018
Measuring and regularizing networks in function space Ari S. Benjamin David Rolnick Konrad Paul Kording 93 140 0 21 May 2018
Adversarial Noise Layer: Regularize Neural Network By Adding Noise Zhonghui You Jinmian Ye Kunming Li Zenglin Xu Ping Wang 89 77 0 21 May 2018
Batch-Instance Normalization for Adaptively Style-Invariant Neural Networks Hyeonseob Nam Hyo-Eun Kim OOD 72 211 0 21 May 2018