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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
Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training Fangda Gu Armin Askari L. Ghaoui 104 39 0 20 Nov 2018
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Segregated Temporal Assembly Recurrent Networks for Weakly Supervised Multiple Action Detection Yunlu Xu Chengwei Zhang Zhanzhan Cheng Jianwen Xie Yi Niu Shiliang Pu Leilei Gan 91 81 0 19 Nov 2018
Generalizable Adversarial Training via Spectral Normalization Farzan Farnia Jesse M. Zhang David Tse OOD AAML 90 140 0 19 Nov 2018
The PyTorch-Kaldi Speech Recognition Toolkit Mirco Ravanelli Titouan Parcollet Yoshua Bengio VLM OffRL 60 227 0 19 Nov 2018
Harmonic Recomposition using Conditional Autoregressive Modeling Kyle Kastner Rithesh Kumar Tim Cooijmans Aaron Courville 52 0 0 18 Nov 2018
Temporal Recurrent Networks for Online Action Detection Mingze Xu M. Gao Yi-Ting Chen L. Davis David J. Crandall OffRL 77 167 0 18 Nov 2018
RePr: Improved Training of Convolutional Filters Aaditya (Adi) Prakash J. Storer D. Florêncio Cha Zhang VLM CVBM 106 57 0 18 Nov 2018
CIFAR10 to Compare Visual Recognition Performance between Deep Neural Networks and Humans T. Ho-Phuoc 65 42 0 18 Nov 2018
Representation Mixing for TTS Synthesis Kyle Kastner J. F. Santos Yoshua Bengio Aaron Courville 64 43 0 17 Nov 2018
Person Identification and Body Mass Index: A Deep Learning-Based Study on Micro-Dopplers Sherif Abdulatif Fady Aziz Karim Armanious B. Kleiner Bin Yang U. Schneider 33 19 0 17 Nov 2018
High Quality Prediction of Protein Q8 Secondary Structure by Diverse Neural Network Architectures Iddo Drori Isht Dwivedi Pranav Shrestha Jeffrey Wan Yueqi Wang ... Kaveri A. Thakoor Chinmay Joshi Sonam Goenka C. Keasar I. Pe’er 74 27 0 17 Nov 2018
Explicit Spatiotemporal Joint Relation Learning for Tracking Human Pose Xiao Sun Chuankang Li Stephen Lin 3DH 62 6 0 17 Nov 2018
Relational Long Short-Term Memory for Video Action Recognition Zexi Chen B. Ramachandra Tianfu Wu Ranga Raju Vatsavai 121 5 0 16 Nov 2018
Image Classification at Supercomputer Scale Chris Ying Sameer Kumar Dehao Chen Tao Wang Youlong Cheng VLM 80 123 0 16 Nov 2018
The Perfect Match: 3D Point Cloud Matching with Smoothed Densities Zan Gojcic Caifa Zhou Jan Dirk Wegner A. Wieser 3DPC 3DV 107 462 0 16 Nov 2018
Semi-supervised multichannel speech enhancement with variational autoencoders and non-negative matrix factorization Simon Leglaive Laurent Girin Radu Horaud BDL 112 60 0 16 Nov 2018
Deep Knockoffs Yaniv Romano Matteo Sesia Emmanuel J. Candès BDL 86 143 0 16 Nov 2018
Beam Search Decoding using Manner of Articulation Detection Knowledge Derived from Connectionist Temporal Classification P. Rangan K. S. Rao 28 0 0 16 Nov 2018
Reward learning from human preferences and demonstrations in Atari Borja Ibarz Jan Leike Tobias Pohlen G. Irving Shane Legg Dario Amodei 134 398 0 15 Nov 2018
Deep Template Matching for Offline Handwritten Chinese Character Recognition Zhiyuan Li Min Jin Qi Wu Huaxiang Lu 24 20 0 15 Nov 2018
Concept Learning through Deep Reinforcement Learning with Memory-Augmented Neural Networks Jing Shi Jiaming Xu Yiqun Yao Bo Xu 73 24 0 15 Nov 2018
Improving Fingerprint Pore Detection with a Small FCN Gabriel Dahia Maurício Pamplona Segundo 35 12 0 14 Nov 2018
Unsupervised domain adaptation for medical imaging segmentation with self-ensembling C. Perone P. Ballester Rodrigo C. Barros Julien Cohen-Adad OOD 104 209 0 14 Nov 2018
No-Frills Human-Object Interaction Detection: Factorization, Layout Encodings, and Training Techniques Tanmay Gupta Alex Schwing Derek Hoiem 62 24 0 14 Nov 2018
A Learning-Based Framework for Line-Spectra Super-resolution Gautier Izacard B. Bernstein C. Fernandez‐Granda 43 35 0 14 Nov 2018
YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers J. Pedoeem Rachel Huang ObjD 72 507 0 14 Nov 2018
Gradient Harmonized Single-stage Detector Buyu Li Yu Liu Xiaogang Wang ObjD 77 532 0 13 Nov 2018
Vehicle Re-identification Using Quadruple Directional Deep Learning Features Jianqing Zhu H. Zeng Jingchang Huang Tianran Ouyang Zhen Lei C. Cai Lixin Zheng 59 149 0 13 Nov 2018
Dynamic Feature Scaling for K-Nearest Neighbor Algorithm C. A. Bhardwaj Megha Mishra Kalyani Desikan 6 8 0 13 Nov 2018
NeXtVLAD: An Efficient Neural Network to Aggregate Frame-level Features for Large-scale Video Classification Rongcheng Lin Jing Xiao Jianping Fan VLM 94 103 0 12 Nov 2018
An initial attempt of combining visual selective attention with deep reinforcement learning Liu Yuezhang Ruohan Zhang D. Ballard 80 20 0 11 Nov 2018
Diversity-Driven Extensible Hierarchical Reinforcement Learning Yuhang Song Jianyi Wang Thomas Lukasiewicz Zhenghua Xu Mai Xu 69 18 0 10 Nov 2018
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery Geesara Prathap Ilya M. Afanasyev 59 50 0 10 Nov 2018
Breast Cancer Classification from Histopathological Images with Inception Recurrent Residual Convolutional Neural Network Md. Zahangir Alom C. Yakopcic T. Taha V. Asari 43 265 0 10 Nov 2018
Speech Intention Understanding in a Head-final Language: A Disambiguation Utilizing Intonation-dependency Won Ik Cho Hyeon Seung Lee J. Yoon Seokhwan Kim N. Kim 85 5 0 10 Nov 2018
Adversarially-Trained Normalized Noisy-Feature Auto-Encoder for Text Generation Xiang Zhang Yann LeCun 26 0 0 10 Nov 2018
Cross and Learn: Cross-Modal Self-Supervision Nawid Sayed Biagio Brattoli Bjorn Ommer SSL 98 78 0 09 Nov 2018
Changing the Image Memorability: From Basic Photo Editing to GANs S. Bellavia 52 11 0 09 Nov 2018
Skeptical Deep Learning with Distribution Correction Mingxiao An Yongzhou Chen Qi Liu Chuanren Liu Guangyi Lv Fangzhao Wu Jianhui Ma NoLa 37 0 0 09 Nov 2018
Learning Latent Space Dynamics for Tactile Servoing Giovanni Sutanto Nathan D. Ratliff Rui Luo Yaodong Yang Yixiao Liu Ankur Handa Dieter Fox 134 31 0 08 Nov 2018
Measuring the Effects of Data Parallelism on Neural Network Training Christopher J. Shallue Jaehoon Lee J. Antognini J. Mamou J. Ketterling Yao Wang 132 409 0 08 Nov 2018
Biologically-plausible learning algorithms can scale to large datasets Y. Chitour Honglin Chen Zhenyu Liao T. Poggio 97 76 0 08 Nov 2018
Activation Functions: Comparison of trends in Practice and Research for Deep Learning S. Bodenstedt Dominik Rivoir A. Gachagan S. T. Mees 108 1,280 0 08 Nov 2018
Characterizing Well-Behaved vs. Pathological Deep Neural Networks Mitchell Stern 60 0 0 07 Nov 2018
Multi-branch Convolutional Neural Network for Multiple Sclerosis Lesion Segmentation S. Aslani Michael Dayan Stéphane Doncieux Massimo Filippi Vittorio Murino Maria A Rocca Diego Sona 80 145 0 07 Nov 2018
PaDNet: Pan-Density Crowd Counting Yukun Tian Yiming Lei Junping Zhang Ming Wang 93 103 0 07 Nov 2018
Image Smoothing via Unsupervised Learning Yukun Tian Junping Zhang David Wipf Baoquan Chen Jianmin Wang OCL 69 107 0 07 Nov 2018
Style Separation and Synthesis via Generative Adversarial Networks Harry Sevi Sheng Tang Yu Li Junbo Guo Yongdong Zhang Jintao Li Shuicheng Yan GAN 90 17 0 07 Nov 2018