v1v2v3 (latest)

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

11 February 2015

Sergey Ioffe

Christian Szegedy

OOD

ArXiv (abs)PDF HTML

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

50 / 11,320 papers shown

Title
CNN+LSTM Architecture for Speech Emotion Recognition with Data Augmentation Caroline Etienne Guillaume Fidanza Andrei Petrovskii Laurence Devillers B. Schmauch 80 102 0 15 Feb 2018
A Progressive Batching L-BFGS Method for Machine Learning Raghu Bollapragada Dheevatsa Mudigere J. Nocedal Hao-Jun Michael Shi P. T. P. Tang ODL 114 153 0 15 Feb 2018
Stronger generalization bounds for deep nets via a compression approach Sanjeev Arora Rong Ge Behnam Neyshabur Yi Zhang MLT AI4CE 199 643 0 14 Feb 2018
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations Arash Vahdat W. Macready Zhengbing Bian Amir Khoshaman Evgeny Andriyash 103 76 0 14 Feb 2018
Web-Scale Responsive Visual Search at Bing Houdong Hu Yan Wang Linjun Yang Pavel Komlev Li Huang Xi Chen Jiapei Huang Ye Wu Meenaz Merchant Arun Sacheti VLM 153 63 0 14 Feb 2018
Uncertainty Estimation via Stochastic Batch Normalization Andrei Atanov Arsenii Ashukha Dmitry Molchanov Kirill Neklyudov Dmitry Vetrov UQCV BDL 73 47 0 13 Feb 2018
Satellite Image Forgery Detection and Localization Using GAN and One-Class Classifier S. Yarlagadda David Guera Paolo Bestagini Fengqing Zhu Stefano Tubaro Edward J. Delp 65 60 0 13 Feb 2018
Deep Predictive Coding Network for Object Recognition Haiguang Wen Kuan Han Junxing Shi Yizhen Zhang Eugenio Culurciello Zhongming Liu 60 84 0 13 Feb 2018
BIRNet: Brain Image Registration Using Dual-Supervised Fully Convolutional Networks Jingfan Fan Xiaohuan Cao P. Yap Dinggang Shen 69 254 0 13 Feb 2018
Training and Inference with Integers in Deep Neural Networks Shuang Wu Guoqi Li F. Chen Luping Shi MQ 86 391 0 13 Feb 2018
Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring Yossi Adi Carsten Baum Moustapha Cissé Benny Pinkas Joseph Keshet 136 686 0 13 Feb 2018
Automatic localization and decoding of honeybee markers using deep convolutional neural networks Benjamin Wild Leon Sixt Tim Landgraf 54 22 0 13 Feb 2018
Neural Tensor Factorization X. Wu Baoxu Shi Yuxiao Dong Chao Huang Nitesh Chawla 25 19 0 13 Feb 2018
Learning a Neural-network-based Representation for Open Set Recognition Mehadi Hassen P. Chan 65 116 0 12 Feb 2018
One Deep Music Representation to Rule Them All? : A comparative analysis of different representation learning strategies Jaehun Kim Julián Urbano Cynthia C. S. Liem Alan Hanjalic 174 47 0 12 Feb 2018
Lipschitz-Margin Training: Scalable Certification of Perturbation Invariance for Deep Neural Networks Yusuke Tsuzuku Issei Sato Masashi Sugiyama AAML 152 309 0 12 Feb 2018
Context-Aware Learning using Transferable Features for Classification of Breast Cancer Histology Images Ruqayya Awan Navid Alemi Koohbanani Muhammad Shaban A. Lisowska Nasir M. Rajpoot 77 62 0 12 Feb 2018
Recovering Loss to Followup Information Using Denoising Autoencoders Lovedeep Gondara Ke Wang 48 19 0 12 Feb 2018
On Kernel Method-Based Connectionist Models and Supervised Deep Learning Without Backpropagation Shiyu Duan Shujian Yu Yunmei Chen José C. Príncipe 52 16 0 11 Feb 2018
Learning Deep Convolutional Networks for Demosaicing Nai-Sheng Syu Yu-Sheng Chen Yung-Yu Chuang 64 74 0 11 Feb 2018
FD-MobileNet: Improved MobileNet with a Fast Downsampling Strategy Zheng Qin Zhaoning Zhang Xiaotao Chen Yuxing Peng MQ 73 104 0 11 Feb 2018
$$\mathcal{G}$-SGD: Optimizing ReLU Neural Networks in its Positively Scale-Invariant Space$ $\mathcal{G}$ -SGD: Optimizing ReLU Neural Networks in its Positively Scale-Invariant Space Qi Meng Shuxin Zheng Huishuai Zhang Wei Chen Zhi-Ming Ma Tie-Yan Liu 133 39 0 11 Feb 2018
On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks Yukun Ding Jinglan Liu Jinjun Xiong Yiyu Shi MQ 120 21 0 10 Feb 2018
Optimize transfer learning for lung diseases in bronchoscopy using a new concept: sequential fine-tuning T. Tan Zhang Li Haixia Liu Ping Liu Wenfang Tang ... Huiming Ying Q. Ouyang Yuling Tang Zheyu Hu Qiang Li LM&MA 44 55 0 10 Feb 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 234 2,028 0 10 Feb 2018
Online Learning for Effort Reduction in Interactive Neural Machine Translation Álvaro Peris F. Casacuberta 83 49 0 10 Feb 2018
Joint Learning for Pulmonary Nodule Segmentation, Attributes and Malignancy Prediction Botong Wu Zhen Zhou Jianwei Wang Yizhou Wang 72 120 0 10 Feb 2018
Tubule segmentation of fluorescence microscopy images based on convolutional neural networks with inhomogeneity correction Soonam Lee Chichen Fu P. Salama K. Dunn Edward J. Delp 31 13 0 10 Feb 2018
Local Contrast Learning Chuanyun Xu Yang Zhang Xin Feng Yongxin Ge Yihao Zhang Jianwu Long 40 0 0 10 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 157 1,351 0 10 Feb 2018
Certified Robustness to Adversarial Examples with Differential Privacy Mathias Lécuyer Vaggelis Atlidakis Roxana Geambasu Daniel J. Hsu Suman Jana SILM AAML 194 940 0 09 Feb 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 243 2,777 0 09 Feb 2018
Learning Robust Options D. Mankowitz Timothy A. Mann Pierre-Luc Bacon Doina Precup Shie Mannor 85 48 0 09 Feb 2018
Deep Private-Feature Extraction S. A. Ossia A. Taheri Ali Shahin Shamsabadi Kleomenis Katevas Hamed Haddadi Hamid R. Rabiee 70 96 0 09 Feb 2018
Batch Kalman Normalization: Towards Training Deep Neural Networks with Micro-Batches Guangrun Wang Jiefeng Peng Ping Luo Xinjiang Wang Liang Lin 100 18 0 09 Feb 2018
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 126 1,014 0 07 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 603 13,279 0 07 Feb 2018
ShakeDrop Regularization for Deep Residual Learning Yoshihiro Yamada Masakazu Iwamura Takuya Akiba K. Kise 121 165 0 07 Feb 2018
Granger-causal Attentive Mixtures of Experts: Learning Important Features with Neural Networks Patrick Schwab Djordje Miladinovic W. Karlen CML 136 57 0 06 Feb 2018
Deep Inference of Personality Traits by Integrating Image and Word Use in Social Networks Guillem Cucurull Pau Rodríguez López V. O. Yazici J. M. Gonfaus F. X. Roca Jordi Gonzalez DiffM 35 7 0 06 Feb 2018
Face Detection Using Improved Faster RCNN Changzheng Zhang Xiang Xu Dandan Tu CVBM ObjD 61 74 0 06 Feb 2018
On the Feasibility of Generic Deep Disaggregation for Single-Load Extraction Karim Barsim Binh Yang 49 46 0 05 Feb 2018
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices Ramyad Hadidi Jiashen Cao M. Woodward Michael S. Ryoo Hyesoon Kim 71 34 0 05 Feb 2018
Face Destylization Fatemeh Shiri Xin-Yao Yu Fatih Porikli Piotr Koniusz CVBM 101 14 0 05 Feb 2018
Hierarchical Adversarially Learned Inference Mohamed Ishmael Belghazi Sai Rajeswar Olivier Mastropietro Negar Rostamzadeh Jovana Mitrović Aaron Courville GAN BDL 90 29 0 04 Feb 2018
Intriguing Properties of Randomly Weighted Networks: Generalizing While Learning Next to Nothing Amir Rosenfeld John K. Tsotsos MLT 82 52 0 02 Feb 2018
Clustering and Unsupervised Anomaly Detection with L2 Normalized Deep Auto-Encoder Representations Çağlar Aytekin Xingyang Ni Francesco Cricri Emre B. Aksu SSL UQCV 75 146 0 01 Feb 2018
Alternating Multi-bit Quantization for Recurrent Neural Networks Chen Xu Jianqiang Yao Zhouchen Lin Wenwu Ou Yuanbin Cao Zhirong Wang H. Zha MQ 97 116 0 01 Feb 2018
Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers Jianbo Ye Xin Lu Zhe Lin Jianmin Wang 126 408 0 01 Feb 2018
Cross-domain CNN for Hyperspectral Image Classification Hyungtae Lee Sungmin Eum H. Kwon 45 21 0 31 Jan 2018