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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
Deep Appearance Models for Face Rendering Stephen Lombardi Jason M. Saragih Tomas Simon Yaser Sheikh CVBM 3DH 96 282 0 01 Aug 2018
Learning Visual Question Answering by Bootstrapping Hard Attention Mateusz Malinowski Carl Doersch Adam Santoro Peter W. Battaglia OOD 94 96 0 01 Aug 2018
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm Zechun Liu Baoyuan Wu Wenhan Luo Xin Yang Wen Liu K. Cheng MQ 142 559 0 01 Aug 2018
Subitizing with Variational Autoencoders Rijnder Wever Tom F. H. Runia VOS BDL 39 4 0 01 Aug 2018
Prosodic-Enhanced Siamese Convolutional Neural Networks for Cross-Device Text-Independent Speaker Verification Sobhan Soleymani Ali Dabouei Seyed Mehdi Iranmanesh Hadi Kazemi J. Dawson Nasser M. Nasrabadi 60 18 0 31 Jul 2018
ID Preserving Generative Adversarial Network for Partial Latent Fingerprint Reconstruction Ali Dabouei Sobhan Soleymani Hadi Kazemi Seyed Mehdi Iranmanesh J. Dawson Nasser M. Nasrabadi GAN 38 24 0 31 Jul 2018
Analyzing Human-Human Interactions: A Survey Alexandros Stergiou R. Poppe 69 14 0 31 Jul 2018
Joint Learning of Intrinsic Images and Semantic Segmentation A. S. Baslamisli Thomas T. Groenestege P. Das Hoàng-Ân Lê Sezer Karaoglu Theo Gevers 71 60 0 31 Jul 2018
Spectrum concentration in deep residual learning: a free probability approach Zenan Ling Xing He Robert C. Qiu 80 21 0 31 Jul 2018
DFTerNet: Towards 2-bit Dynamic Fusion Networks for Accurate Human Activity Recognition Zhan Yang Osolo Ian Raymond Chengyuan Zhang Ying Wan J. Long CVBM 74 36 0 31 Jul 2018
HybridNet: Classification and Reconstruction Cooperation for Semi-Supervised Learning Thomas Robert Nicolas Thome Matthieu Cord 126 39 0 30 Jul 2018
Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning U. Büchler Biagio Brattoli Bjorn Ommer OOD SSL 100 114 0 30 Jul 2018
Extreme Network Compression via Filter Group Approximation Bo Peng Wenming Tan Zheyang Li Shun Zhang Di Xie Shiliang Pu 90 63 0 30 Jul 2018
Active Learning for Interactive Neural Machine Translation of Data Streams Álvaro Peris F. Casacuberta AI4CE 106 60 0 30 Jul 2018
Semantic Labeling in Very High Resolution Images via a Self-Cascaded Convolutional Neural Network Yongcheng Liu Bin Fan Lingfeng Wang Jun Bai Shiming Xiang Chunhong Pan 82 255 0 30 Jul 2018
Highly Scalable Deep Learning Training System with Mixed-Precision: Training ImageNet in Four Minutes Xianyan Jia Shutao Song W. He Yangzihao Wang Haidong Rong ... Li Yu Tiegang Chen Guangxiao Hu Shaoshuai Shi Xiaowen Chu 115 385 0 30 Jul 2018
End-to-End Deep Kronecker-Product Matching for Person Re-identification Yantao Shen Tong Xiao Hongsheng Li Shuai Yi Xiaogang Wang 77 120 0 30 Jul 2018
Deep Group-shuffling Random Walk for Person Re-identification Yantao Shen Hongsheng Li Tong Xiao Shuai Yi Dapeng Chen Xiaogang Wang 138 119 0 30 Jul 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 197 5,054 0 30 Jul 2018
Robust Student Network Learning Tianyu Guo Chang Xu Shiyi He Boxin Shi Chao Xu Dacheng Tao OOD 104 30 0 30 Jul 2018
Speaker Recognition from Raw Waveform with SincNet Mirco Ravanelli Yoshua Bengio 206 724 0 29 Jul 2018
Towards Good Practices on Building Effective CNN Baseline Model for Person Re-identification Fu Xiong Yang Xiao Zhiguo Cao Kaicheng Gong Zhiwen Fang Qiufeng Wang CVBM 76 50 0 29 Jul 2018
Unsupervised Adversarial Depth Estimation using Cycled Generative Networks Andrea Pilzer Dan Xu M. Puscas Elisa Ricci N. Sebe MDE GAN 137 178 0 28 Jul 2018
End-to-end Deep Learning from Raw Sensor Data: Atrial Fibrillation Detection using Wearables Igor Gotlibovych Stuart Crawford Dileep Goyal Jiaqi Liu Yaniv Kerem D. Benaron Defne Yilmaz G. Marcus Yihan Li 73 44 0 27 Jul 2018
Enhanced Machine Learning Techniques for Early HARQ Feedback Prediction in 5G Nils Strodthoff B. Göktepe Thomas Schierl C. Hellge Wojciech Samek 36 51 0 27 Jul 2018
Fusion Network for Face-based Age Estimation Haoyi Wang Xingjie Wei Victor Sanchez Chang-Tsun Li CVBM 44 9 0 27 Jul 2018
Unified Perceptual Parsing for Scene Understanding Tete Xiao Yingcheng Liu Bolei Zhou Yuning Jiang Jian Sun OCL VOS 221 1,910 0 26 Jul 2018
Superpixel Sampling Networks Varun Jampani Deqing Sun Ming-Yuan Liu Ming-Hsuan Yang Jan Kautz SSeg 66 226 0 26 Jul 2018
AlphaGAN: Generative adversarial networks for natural image matting Sebastian Lutz Konstantinos Amplianitis A. Smolic GAN 55 147 0 26 Jul 2018
Motion Feature Network: Fixed Motion Filter for Action Recognition Myunggi Lee Seungeui Lee S. Son Gyutae Park Nojun Kwak 106 124 0 26 Jul 2018
Towards Optimal Power Control via Ensembling Deep Neural Networks Fei Liang Cong Shen Wei Yu Feng Wu 74 228 0 26 Jul 2018
Person Re-identification with Deep Similarity-Guided Graph Neural Network Yantao Shen Hongsheng Li Shuai Yi Dapeng Chen Xiaogang Wang 3DH 78 272 0 26 Jul 2018
Multi-temporal Sentinel-1 and -2 Data Fusion for Optical Image Simulation Wei He Naoto Yokoya 69 97 0 26 Jul 2018
Persuasive Faces: Generating Faces in Advertisements Christopher Thomas Adriana Kovashka CVBM GAN 47 10 0 25 Jul 2018
OmniDepth: Dense Depth Estimation for Indoors Spherical Panoramas N. Zioulis Antonis Karakottas D. Zarpalas P. Daras MDE 68 213 0 25 Jul 2018
Conditional Information Gain Networks Ufuk Can Biçici Cem Keskin L. Akarun 50 9 0 25 Jul 2018
Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net Xingang Pan Ping Luo Jianping Shi Xiaoou Tang OOD 98 769 0 25 Jul 2018
Distinctive-attribute Extraction for Image Captioning Boeun Kim Young Han Lee Hyedong Jung Choongsang Cho 31 6 0 25 Jul 2018
LAPRAN: A Scalable Laplacian Pyramid Reconstructive Adversarial Network for Flexible Compressive Sensing Reconstruction Kai Xu Zhikang Zhang Fengbo Ren GAN 104 54 0 24 Jul 2018
Competitive Inner-Imaging Squeeze and Excitation for Residual Network Yang Hu Guihua Wen Mingnan Luo Dan Dai Jiajiong Ma Zhiwen Yu 99 46 0 24 Jul 2018
StereoNet: Guided Hierarchical Refinement for Real-Time Edge-Aware Depth Prediction S. Khamis S. Fanello Christoph Rhemann Adarsh Kowdle Julien P. C. Valentin Shahram Izadi 3DV 76 341 0 24 Jul 2018
RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data Yanbo Xu Siddharth Biswal S. Deshpande K. Maher Jimeng Sun 91 168 0 23 Jul 2018
CNN-based Facial Affect Analysis on Mobile Devices Charlie Hewitt Hatice Gunes CVBM 41 35 0 23 Jul 2018
Joint Anchor-Feature Refinement for Real-Time Accurate Object Detection in Images and Videos Xingyu Chen Junzhi Yu Shihan Kong Zhengxing Wu Li Wen ObjD 77 48 0 23 Jul 2018
Text Classification based on Multiple Block Convolutional Highways S. M. Rezaeinia A. Ghodsi R. Rahmani AI4TS 49 5 0 23 Jul 2018
3D Convolutional Neural Networks for Tumor Segmentation using Long-range 2D Context Pawel Mlynarski H. Delingette A. Criminisi N. Ayache MedIm 3DV 61 106 0 23 Jul 2018
Invisible Steganography via Generative Adversarial Networks Ru Zhang Shiqi Dong Jianyi Liu AAML GAN 95 204 0 23 Jul 2018
MVDepthNet: Real-time Multiview Depth Estimation Neural Network Kaixuan Wang Shaojie Shen MDE 89 124 0 23 Jul 2018
Iterative Interaction Training for Segmentation Editing Networks G. Bredell C. Tanner E. Konukoglu 66 33 0 23 Jul 2018
Recurrent Neural Networks for Long and Short-Term Sequential Recommendation Kiewan Villatel E. Smirnova Jérémie Mary Philippe Preux HAI 34 26 0 23 Jul 2018