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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
DeepShadows: Separating Low Surface Brightness Galaxies from Artifacts using Deep Learning Dimitrios Tanoglidis A. Ćiprijanović A. Drlica-Wagner 74 16 0 24 Nov 2020
Play Fair: Frame Attributions in Video Models Will Price Dima Damen FAtt 60 5 0 24 Nov 2020
Learning to Sample the Most Useful Training Patches from Images Shuyang Sun Liang Chen Greg Slabaugh Philip Torr 82 8 0 24 Nov 2020
On Adversarial Robustness of 3D Point Cloud Classification under Adaptive Attacks Jiachen Sun Karl Koenig Yulong Cao Qi Alfred Chen Z. Morley Mao 3DPC 92 20 0 24 Nov 2020
Scaling Wide Residual Networks for Panoptic Segmentation Liang-Chieh Chen Huiyu Wang Siyuan Qiao SSeg 134 49 0 23 Nov 2020
Interpretable Visual Reasoning via Induced Symbolic Space Zhonghao Wang Kai Wang Mo Yu Jinjun Xiong Wen-mei W. Hwu M. Hasegawa-Johnson Humphrey Shi LRM OCL 68 20 0 23 Nov 2020
Neighbor Oblivious Learning (NObLe) for Device Localization and Tracking Zichang Liu Li Chou Anshumali Shrivastava 8 0 0 23 Nov 2020
SCGAN: Saliency Map-guided Colorization with Generative Adversarial Network Yuzhi Zhao L. Po K. Cheung Weikang Yu Yasar Abbas Ur Rehman GAN 82 57 0 23 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning Zehua Zhang David J. Crandall AI4TS SSL 86 23 0 23 Nov 2020
Learning Quantized Neural Nets by Coarse Gradient Method for Non-linear Classification Ziang Long Penghang Yin Jack Xin MQ 69 4 0 23 Nov 2020
Cancer image classification based on DenseNet model Ziliang Zhong Muhang Zheng Huafeng Mai Jianan Zhao Xinyi Liu MedIm 13 47 0 23 Nov 2020
Run Away From your Teacher: Understanding BYOL by a Novel Self-Supervised Approach Haizhou Shi Dongliang Luo Siliang Tang Jian Wang Yueting Zhuang SSL 72 13 0 22 Nov 2020
Large-Scale Multi-Agent Deep FBSDEs T. Chen Ziyi Wang Ioannis Exarchos Evangelos A. Theodorou 59 4 0 21 Nov 2020
Rethinking Transformer-based Set Prediction for Object Detection Zhiqing Sun Shengcao Cao Yiming Yang Kris Kitani ViT 143 326 0 21 Nov 2020
Deep Learning-Based Computer Vision for Real Time Intravenous Drip Infusion Monitoring N. Giaquinto M. Scarpetta M. Spadavecchia G. Andria 13 23 0 21 Nov 2020
Boundary-sensitive Pre-training for Temporal Localization in Videos Mengmeng Xu Juan-Manuel Perez-Rua Victor Escorcia Brais Martínez Xiatian Zhu Li Zhang Guohao Li Tao Xiang 80 61 0 21 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 426 4,087 0 20 Nov 2020
Rethinking Weight Decay For Efficient Neural Network Pruning Hugo Tessier Vincent Gripon Mathieu Léonardon M. Arzel T. Hannagan David Bertrand 112 26 0 20 Nov 2020
Synthetic Image Rendering Solves Annotation Problem in Deep Learning Nanoparticle Segmentation L. Mill David Wolff Nele Gerrits P. Philipp L. Kling ... J. Audinot I. Nelissen T. Wirtz Andreas Maier S. Christiansen 72 40 0 20 Nov 2020
Assessing out-of-domain generalization for robust building damage detection V. Benson Alexander S. Ecker OODD 51 22 0 20 Nov 2020
Segmentation overlapping wear particles with few labelled data and imbalance sample Peng Peng Jiugen Wang 36 0 0 20 Nov 2020
3D attention mechanism for fine-grained classification of table tennis strokes using a Twin Spatio-Temporal Convolutional Neural Networks Pierre-Etienne Martin J. Benois-Pineau Renaud Péteri J. Morlier 3DPC 53 12 0 20 Nov 2020
MobileDepth: Efficient Monocular Depth Prediction on Mobile Devices Yekai Wang 3DH HAI MDE 62 1 0 20 Nov 2020
Parrot: Data-Driven Behavioral Priors for Reinforcement Learning Avi Singh Huihan Liu G. Zhou Albert Yu Nicholas Rhinehart Sergey Levine OffRL OnRL 102 146 0 19 Nov 2020
MixMix: All You Need for Data-Free Compression Are Feature and Data Mixing Yuhang Li Feng Zhu Ruihao Gong Mingzhu Shen Xin Dong F. Yu Shaoqing Lu Shi Gu MQ 104 40 0 19 Nov 2020
Gradient Starvation: A Learning Proclivity in Neural Networks Mohammad Pezeshki Sekouba Kaba Yoshua Bengio Aaron Courville Doina Precup Guillaume Lajoie MLT 167 269 0 18 Nov 2020
Larq Compute Engine: Design, Benchmark, and Deploy State-of-the-Art Binarized Neural Networks T. Bannink Arash Bakhtiari Adam Hillier Lukas Geiger T. D. Bruin Leon Overweel J. Neeven K. Helwegen 3DV MQ 68 37 0 18 Nov 2020
NeVer 2.0: Learning, Verification and Repair of Deep Neural Networks Dario Guidotti Luca Pulina A. Tacchella 3DV 28 3 0 18 Nov 2020
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems Kaixuan Wei Angelica Aviles-Rivero Jingwei Liang Ying Fu Hua Huang Carola-Bibiane Schönlieb 80 35 0 18 Nov 2020
Shaping Deep Feature Space towards Gaussian Mixture for Visual Classification Weitao Wan Jiansheng Chen Cheng Yu Tong Wu Yuanyi Zhong Ming-Hsuan Yang 47 8 0 18 Nov 2020
Layer-Wise Data-Free CNN Compression Maxwell Horton Yanzi Jin Ali Farhadi Mohammad Rastegari MQ 67 17 0 18 Nov 2020
SoftSeg: Advantages of soft versus binary training for image segmentation C. Gros A. Lemay Julien Cohen-Adad 91 73 0 18 Nov 2020
Design Space for Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec GNN AI4CE 230 323 0 17 Nov 2020
Deep Networks for Direction-of-Arrival Estimation in Low SNR G. Papageorgiou M. Sellathurai Yonina C. Eldar 70 195 0 17 Nov 2020
Bridging the Reality Gap for Pose Estimation Networks using Sensor-Based Domain Randomization Frederik Hagelskjær A. Buch 3DPC 39 7 0 17 Nov 2020
Unsupervised BatchNorm Adaptation (UBNA): A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations Marvin Klingner Jan-Aike Termöhlen Jacob Ritterbach Tim Fingscheidt 89 40 0 17 Nov 2020
CG-Net: Conditional GIS-aware Network for Individual Building Segmentation in VHR SAR Images Yao Sun Yuansheng Hua Lichao Mou Xiaoxiang Zhu 115 39 0 17 Nov 2020
Cycle-Consistent Generative Rendering for 2D-3D Modality Translation Tristan Aumentado-Armstrong Alex Levinshtein Stavros Tsogkas Konstantinos G. Derpanis Allan D. Jepson 57 7 0 16 Nov 2020
Spherical convolutions on molecular graphs for protein model quality assessment Ilia Igashov Nikita Pavlichenko Sergei Grudinin 139 14 0 16 Nov 2020
A Random Matrix Theory Approach to Damping in Deep Learning Diego Granziol Nicholas P. Baskerville AI4CE ODL 119 2 0 15 Nov 2020
Data-efficient Alignment of Multimodal Sequences by Aligning Gradient Updates and Internal Feature Distributions Jianan Wang Boyang Albert Li Xiangyu Fan Jing-Hua Lin Yanwei Fu 57 2 0 15 Nov 2020
On Filter Generalization for Music Bandwidth Extension Using Deep Neural Networks Serkan Sulun M. Davies 59 21 0 14 Nov 2020
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss Andong Lu Chenglong Li Y. Yan Jin Tang Bin Luo 94 129 0 14 Nov 2020
Metastatic Cancer Image Classification Based On Deep Learning Method Guanwen Qiu Xiaobing Yu B. Sun Yunpeng Wang Lipei Zhang MedIm 23 1 0 13 Nov 2020
Multi-layered tensor networks for image classification Raghavendra Selvan S. Orting Erik Dam 98 3 0 13 Nov 2020
LEAN: graph-based pruning for convolutional neural networks by extracting longest chains R. Schoonhoven A. Hendriksen D. Pelt K. Batenburg 3DPC 62 4 0 13 Nov 2020
Deep Template Matching for Pedestrian Attribute Recognition with the Auxiliary Supervision of Attribute-wise Keypoints Jiajun Zhang Pengyuan Ren Jianmin Li CVBM 60 15 0 13 Nov 2020
Neural Network Training Techniques Regularize Optimization Trajectory: An Empirical Study Cheng Chen Junjie Yang Yi Zhou 60 0 0 13 Nov 2020
Fit2Form: 3D Generative Model for Robot Gripper Form Design Huy Ha Shubham Agrawal Shuran Song 59 37 0 12 Nov 2020
Improving Model Accuracy for Imbalanced Image Classification Tasks by Adding a Final Batch Normalization Layer: An Empirical Study Veysel Kocaman O. M. Shir Thomas Bäck 80 4 0 12 Nov 2020