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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
Unsupervised Deep Metric Learning via Auxiliary Rotation Loss Xuefei Cao Bor-Chun Chen Ser-Nam Lim SSL 57 19 0 16 Nov 2019
Automatic Annotation of Hip Anatomy in Fluoroscopy for Robust and Efficient 2D/3D Registration Robert Grupp Mathias Unberath Cong Gao Rachel A. Hegeman Ryan J. Murphy C. Alexander Y. Otake Benjamin A. McArthur Mehran Armand Russell H. Taylor 100 59 0 16 Nov 2019
Understanding and Improving Layer Normalization Jingjing Xu Xu Sun Zhiyuan Zhang Guangxiang Zhao Junyang Lin FAtt 122 360 0 16 Nov 2019
Revisiting Shadow Detection: A New Benchmark Dataset for Complex World Xiaowei Hu Tianyu Wang Chi-Wing Fu Yitong Jiang Qiong Wang Pheng-Ann Heng 180 80 0 16 Nov 2019
Benanza: Automatic $μ$ Benchmark Generation to Compute "Lower-bound" Latency and Inform Optimizations of Deep Learning Models on GPUs Cheng-rong Li Abdul Dakkak Jinjun Xiong Wen-mei W. Hwu 86 11 0 16 Nov 2019
Improving Graph Neural Network Representations of Logical Formulae with Subgraph Pooling Mayank Agarwal Ibrahim Abdelaziz Cristina Cornelio Veronika Thost Lingfei Wu Kenneth D. Forbus Achille Fokoue NAI AI4CE GNN 174 36 0 15 Nov 2019
Multi-attention Networks for Temporal Localization of Video-level Labels Lijun Zhang Srinath Nizampatnam Ahana Gangopadhyay Marcos V. Conde 50 7 0 15 Nov 2019
Data Efficient Stagewise Knowledge Distillation Akshay Ravindra Kulkarni Navid Panchi Sharath Chandra Raparthy Shital S. Chiddarwar 28 3 0 15 Nov 2019
Likelihood Assignment for Out-of-Distribution Inputs in Deep Generative Models is Sensitive to Prior Distribution Choice Ryo Kamoi Kei Kobayashi 69 2 0 15 Nov 2019
Single View Distortion Correction using Semantic Guidance Szabolcs-Botond Lőrincz Szabolcs Pável Lehel Csató 34 4 0 15 Nov 2019
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines Yinda Xu Zeyu Wang Zuoxin Li Yuan Ye Gang Yu 97 825 0 14 Nov 2019
GIFT: Learning Transformation-Invariant Dense Visual Descriptors via Group CNNs Yuan Liu Zehong Shen Zhixuan Lin Sida Peng Hujun Bao Xiaowei Zhou 80 96 0 14 Nov 2019
Understanding the Disharmony between Weight Normalization Family and Weight Decay: $ε-$ shifted $L_2$ Regularizer Li Xiang Chen Shuo Xia Yan Yang Jian 59 2 0 14 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 275 12,174 0 13 Nov 2019
3-D Feature and Acoustic Modeling for Far-Field Speech Recognition Anurenjan Purushothaman Anirudh Sreeram Sriram Ganapathy 23 0 0 13 Nov 2019
Knowledge Representing: Efficient, Sparse Representation of Prior Knowledge for Knowledge Distillation Junjie Liu Dongchao Wen Hongxing Gao Wei Tao Tse-Wei Chen Kinya Osa Masami Kato 81 21 0 13 Nov 2019
What Do Compressed Deep Neural Networks Forget? Sara Hooker Aaron Courville Gregory Clark Yann N. Dauphin Andrea Frome 118 185 0 13 Nov 2019
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Generative adversarial networks (GAN) based efficient sampling of chemical space for inverse design of inorganic materials Yabo Dan Yong Zhao Xiang Li Shaobo Li Ming Hu Jianjun Hu AI4CE GAN 113 204 0 12 Nov 2019
Iteratively Training Look-Up Tables for Network Quantization Fabien Cardinaux Stefan Uhlich K. Yoshiyama Javier Alonso García Lukas Mauch Stephen Tiedemann Thomas Kemp Akira Nakamura MQ 102 16 0 12 Nov 2019
Streaming convolutional neural networks for end-to-end learning with multi-megapixel images H. Pinckaers Bram van Ginneken G. Litjens MedIm 65 95 0 11 Nov 2019
Generative Autoregressive Networks for 3D Dancing Move Synthesis from Music Hyemin Ahn Jaehun Kim Kihyun Kim Songhwai Oh GAN 81 44 0 11 Nov 2019
Decompressing Knowledge Graph Representations for Link Prediction Xiang Kong Xianyang Chen Eduard H. Hovy AI4CE 42 5 0 11 Nov 2019
Hierarchically Robust Representation Learning Qi Qian Juhua Hu Hao Li OOD 64 7 0 11 Nov 2019
Symmetrical Gaussian Error Linear Units (SGELUs) Chao Yu Zhiguo Su 56 11 0 10 Nov 2019
Characterizing dynamically varying acoustic scenes from egocentric audio recordings in workplace setting Arindam Jati Amrutha Nadarajan Karel Mundnich Shrikanth Narayanan 34 2 0 10 Nov 2019
Adversarial Learning on the Latent Space for Diverse Dialog Generation Kashif Khan Gaurav Sahu Vikash Balasubramanian Lili Mou Olga Vechtomova GAN 32 0 0 10 Nov 2019
Optimizing Deep Learning Inference on Embedded Systems Through Adaptive Model Selection Vicent Sanz Marco Ben Taylor Ziyi Wang Y. Elkhatib 70 61 0 09 Nov 2019
XceptionTime: A Novel Deep Architecture based on Depthwise Separable Convolutions for Hand Gesture Classification E. Rahimian Soheil Zabihi S. F. Atashzar A. Asif Arash Mohammadi 71 45 0 09 Nov 2019
Spatially Regularized Parametric Map Reconstruction for Fast Magnetic Resonance Fingerprinting F. Balsiger Alain Jungo Olivier Scheidegger P. Carlier M. Reyes B. Marty 67 26 0 09 Nov 2019
On the design of convolutional neural networks for automatic detection of Alzheimer's disease Sheng Liu Chhavi Yadav C. Fernandez‐Granda N. Razavian 76 49 0 09 Nov 2019
Deep learning for cardiac image segmentation: A review Chen Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 141 689 0 09 Nov 2019
Ruminating Word Representations with Random Noised Masker Hwiyeol Jo Byoung-Tak Zhang 68 0 0 08 Nov 2019
MERIT: Tensor Transform for Memory-Efficient Vision Processing on Parallel Architectures Yu-Sheng Lin Wei-Chao Chen Shao-Yi Chien 42 5 0 07 Nov 2019
This dataset does not exist: training models from generated images Victor Besnier Himalaya Jain Andrei Bursuc Matthieu Cord P. Pérez DD 80 87 0 07 Nov 2019
Sequence-Aware Factorization Machines for Temporal Predictive Analytics Tong Chen Hongzhi Yin Quoc Viet Hung Nguyen Wen-Chih Peng Xue Li Xiaofang Zhou 66 66 0 07 Nov 2019
The Speed Submission to DIHARD II: Contributions & Lessons Learned Md. Sahidullah J. Patino Samuele Cornell Ruiqing Yin S. Sivasankaran ... Emmanuel Vincent Nicholas W. D. Evans S´ebastien Marcel S. Squartini C. Barras VLM 94 16 0 06 Nov 2019
Architectural Tricks for Deep Learning in Remote Photoplethysmography M. Kopeliovich Yuriy Mironenko M. Petrushan CVBM 54 8 0 06 Nov 2019
A coupled autoencoder approach for multi-modal analysis of cell types Rohan Gala N. Gouwens Zizhen Yao Agata Budzillo Osnat Penn Bosiljka Tasic G. Murphy Hongkui Zeng U. Sümbül 18 29 0 06 Nov 2019
Small-Footprint Keyword Spotting on Raw Audio Data with Sinc-Convolutions Simon Mittermaier Ludwig Kurzinger Bernd Waschneck Gerhard Rigoll 74 57 0 05 Nov 2019
Federated Adversarial Domain Adaptation Xingchao Peng Zijun Huang Yizhe Zhu Kate Saenko FedML 83 274 0 05 Nov 2019
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation Mathias Perslev Erik Dam A. Pai Christian Igel SSeg VLM MedIm 67 82 0 05 Nov 2019
Detecting and Tracking Small Moving Objects in Wide Area Motion Imagery (WAMI) Using Convolutional Neural Networks (CNNs) Yifan Zhou Simon Maskell 29 22 0 05 Nov 2019
Automated Estimation of the Spinal Curvature via Spine Centerline Extraction with Ensembles of Cascaded Neural Networks Florian Dubost Benjamin Collery Antonin Renaudier A. Roc Nicolas Posocco Gerda Bortsova W. Niessen Marleen de Bruijne 56 17 0 04 Nov 2019
MRNN: A Multi-Resolution Neural Network with Duplex Attention for Document Retrieval in the Context of Question Answering Tolgahan Cakaloglu Xiaowei Xu 97 2 0 03 Nov 2019
Multi-marginal Wasserstein GAN Jingyun Liang Langyuan Mo Yifan Zhang Kui Jia Chunhua Shen Mingkui Tan 77 79 0 03 Nov 2019
On Modelling Label Uncertainty in Deep Neural Networks: Automatic Estimation of Intra-observer Variability in 2D Echocardiography Quality Assessment Zhibin Liao H. Girgis A. Abdi H. Vaseli J. Hetherington R. Rohling K. Gin T. Tsang Purang Abolmaesumi UQCV OOD 61 41 0 02 Nov 2019
Automated Inline Analysis of Myocardial Perfusion MRI with Deep Learning H. Xue R. Davies L. Brown K. Knott T. Kotecha Marianna Fontana S. Plein James C. Moon Peter Kellman 183 44 0 02 Nov 2019
Unsupervised Multi-Domain Multimodal Image-to-Image Translation with Explicit Domain-Constrained Disentanglement Weihao Xia Yujiu Yang Jing-Hao Xue 126 15 0 02 Nov 2019
Multimodal Video-based Apparent Personality Recognition Using Long Short-Term Memory and Convolutional Neural Networks Süleyman Aslan U. Güdükbay CVBM 58 19 0 01 Nov 2019