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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
Squeezed Very Deep Convolutional Neural Networks for Text Classification Andréa B. Duque Luã Lázaro J. Santos David Macêdo Cleber Zanchettin 50 22 0 28 Jan 2019
Convolutional Neural Networks with Layer Reuse Okan Kopuklu M. Babaee S. Hörmann Gerhard Rigoll 47 17 0 28 Jan 2019
TuckER: Tensor Factorization for Knowledge Graph Completion Ivana Balazevic Carl Allen Timothy M. Hospedales 81 733 0 28 Jan 2019
Bridging the Gap Between Computational Photography and Visual Recognition Rosaura G. VidalMata Sreya Banerjee Brandon RichardWebster Michael Albright Pedro Davalos ... Wen-Chi Chin Yi-Chun Li M. Lababidi C. Otto Walter J. Scheirer 77 55 0 28 Jan 2019
Disentangling and Learning Robust Representations with Natural Clustering Javier Antorán A. Miguel CoGe OOD CML DRL 65 19 0 27 Jan 2019
PruneTrain: Fast Neural Network Training by Dynamic Sparse Model Reconfiguration Sangkug Lym Esha Choukse Siavash Zangeneh W. Wen Sujay Sanghavi M. Erez CVBM 81 88 0 26 Jan 2019
DistInit: Learning Video Representations Without a Single Labeled Video Rohit Girdhar Du Tran Lorenzo Torresani Deva Ramanan 71 54 0 26 Jan 2019
SelectiveNet: A Deep Neural Network with an Integrated Reject Option Yonatan Geifman Ran El-Yaniv CVBM OOD 163 312 0 26 Jan 2019
Progressive Label Distillation: Learning Input-Efficient Deep Neural Networks Z. Q. Lin A. Wong 24 1 0 26 Jan 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 208 718 0 25 Jan 2019
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection S. Akçay Amir Atapour-Abarghouei T. Breckon UQCV 121 381 0 25 Jan 2019
Better accuracy with quantified privacy: representations learned via reconstructive adversarial network Sicong Liu Anshumali Shrivastava Junzhao Du Lin Zhong 63 13 0 25 Jan 2019
Evaluation Function Approximation for Scrabble Rishabh Agarwal LLMAG 42 0 0 25 Jan 2019
Maximum Entropy Generators for Energy-Based Models Rithesh Kumar Sherjil Ozair Anirudh Goyal Aaron Courville Yoshua Bengio 58 113 0 24 Jan 2019
Decentralization of Multiagent Policies by Learning What to Communicate James Paulos Steven W. Chen Daigo Shishika Vijay Kumar 80 30 0 24 Jan 2019
Learning to compress and search visual data in large-scale systems Sohrab Ferdowsi 40 2 0 24 Jan 2019
A PCB Dataset for Defects Detection and Classification Weibo Huang Peng Wei 56 91 0 24 Jan 2019
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICU William Caicedo-Torres Jairo Gutiérrez 41 82 0 24 Jan 2019
Bottom-up Broadcast Neural Network For Music Genre Classification Caifeng Liu Lin Feng Guochao Liu Huibing Wang Sheng-lan Liu 67 108 0 24 Jan 2019
Backprop with Approximate Activations for Memory-efficient Network Training Ayan Chakrabarti Benjamin Moseley 68 38 0 23 Jan 2019
Coupling the reduced-order model and the generative model for an importance sampling estimator Xiaoliang Wan Shuangqing Wei 43 10 0 23 Jan 2019
Machine Learning for Wireless Communications in the Internet of Things: A Comprehensive Survey Jithin Jagannath Nicholas Polosky Anu Jagannath Francesco Restuccia Tommaso Melodia 106 232 0 23 Jan 2019
Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning Shaohui Lin Rongrong Ji Yuchao Li Cheng Deng Xuelong Li 107 69 0 23 Jan 2019
A deep Convolutional Neural Network for topology optimization with strong generalization ability Yiquan Zhang Bo Peng Xiaoyi Zhou Airong Chen Dalei Wang 92 65 0 23 Jan 2019
MONet: Unsupervised Scene Decomposition and Representation Christopher P. Burgess Loic Matthey Nicholas Watters Rishabh Kabra I. Higgins M. Botvinick Alexander Lerchner OCL 119 531 0 22 Jan 2019
ICLabel: An automated electroencephalographic independent component classifier, dataset, and website L. Pion-Tonachini Ken Kreutz-Delgado S. Makeig 104 1,323 0 22 Jan 2019
Pedestrian Attribute Recognition: A Survey Tianlin Li Shaofei Zheng Rui Yang Aihua Zheng Zhe Chen Jin Tang Bin Luo CVBM 95 128 0 22 Jan 2019
Reducing the Model Variance of a Rectal Cancer Segmentation Network Joohyun Lee J. Oh Min Ju Kim B. Hur D. Sohn 56 15 0 22 Jan 2019
Modeling Human Motion with Quaternion-based Neural Networks Dario Pavllo Christoph Feichtenhofer Michael Auli David Grangier 3DH 83 176 0 21 Jan 2019
Spatial Broadcast Decoder: A Simple Architecture for Learning Disentangled Representations in VAEs Nicholas Watters Loic Matthey Christopher P. Burgess Alexander Lerchner CoGe 111 169 0 21 Jan 2019
Neural Decoder for Topological Codes using Pseudo-Inverse of Parity Check Matrix C. Chinni Abhishek Kulkarni Dheeraj M. Pai Kaushik Mitra P. Sarvepalli 47 9 0 21 Jan 2019
Salient Object Detection with Lossless Feature Reflection and Weighted Structural Loss Pingping Zhang Wen Liu Huchuan Lu Chunhua Shen 134 52 0 21 Jan 2019
Impact of Fully Connected Layers on Performance of Convolutional Neural Networks for Image Classification S. H. Shabbeer Basha S. Dubey Viswanath Pulabaigari Snehasis Mukherjee OOD 61 408 0 21 Jan 2019
Dynamic Curriculum Learning for Imbalanced Data Classification Yiru Wang Weihao Gan Jie Yang Wei Wu Junjie Yan 107 223 0 21 Jan 2019
Generating Text Sequence Images for Recognition Yanxiang Gong Linjie Deng Zejun Ma M. Xie VLM 52 6 0 21 Jan 2019
Training Neural Networks with Local Error Signals Arild Nøkland L. Eidnes 112 228 0 20 Jan 2019
Removal of Batch Effects using Generative Adversarial Networks Uddeshya Upadhyay Arjun Jain CML 23 7 0 20 Jan 2019
Improved Selective Refinement Network for Face Detection Shifeng Zhang Rui Zhu Xiaobo Wang Hailin Shi Tianyu Fu Shuo Wang Tao Mei Stan Z. Li CVBM 101 34 0 20 Jan 2019
Hierarchical Attentional Hybrid Neural Networks for Document Classification Jader Abreu Luis Fred David Macêdo Cleber Zanchettin 85 37 0 20 Jan 2019
Design of Real-time Semantic Segmentation Decoder for Automated Driving Arindam Das S. Kandan S. Yogamani P. Krízek 69 12 0 19 Jan 2019
Overfitting Mechanism and Avoidance in Deep Neural Networks Shaeke Salman Xiuwen Liu 63 145 0 19 Jan 2019
Adaptive Artificial Intelligent Q&A Platform M. R M. R. Akram C. P C. P. Singhabahu M. Saad ... P. Deleepa Anupiya A. Nugaliyadde Yashas Y. Mallawarachchi 21 3 0 19 Jan 2019
Deep Representation Learning Characterized by Inter-class Separation for Image Clustering Dipanjan Das Ratul Ghosh Brojeshwar Bhowmick OOD SSL DRL 35 7 0 19 Jan 2019
Machine Learning with Clos Networks Timothy Whithing Thiam Khean Hah 16 0 0 18 Jan 2019
Generative Adversarial Classifier for Handwriting Characters Super-Resolution Zhuang Qian Kaizhu Huang Qiufeng Wang Jimin Xiao Rui Zhang GAN 48 26 0 18 Jan 2019
A Survey of the Recent Architectures of Deep Convolutional Neural Networks Asifullah Khan A. Sohail Umme Zahoora Aqsa Saeed Qureshi OOD 177 2,325 0 17 Jan 2019
Optimizing Deep Neural Networks with Multiple Search Neuroevolution Ahmed Aly David Weikersdorfer C. Delaunay 43 7 0 17 Jan 2019
SAFE: Scale Aware Feature Encoder for Scene Text Recognition Wen Liu Chaofeng Chen Kwan-Yee K. Wong 37 6 0 17 Jan 2019
Image Enhancement Network Trained by Using HDR images Yuma Kinoshita Hitoshi Kiya 51 1 0 17 Jan 2019
Soft Rasterizer: Differentiable Rendering for Unsupervised Single-View Mesh Reconstruction Shichen Liu Weikai Chen Tianye Li Hao Li 93 97 0 17 Jan 2019