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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"

50 / 13,253 papers shown

Advances in Very Deep Convolutional Neural Networks for LVCSR

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Vaibhava Goel

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Training Constrained Deconvolutional Networks for Road Scene Semantic Segmentation

138

06 Apr 2016

Deep Cross Residual Learning for Multitask Visual Recognition

Brendan Jou

Shih-Fu Chang

ObjD

239

05 Apr 2016

Revisiting Distributed Synchronous SGD

344

836

04 Apr 2016

A Fully Convolutional Neural Network for Cardiac Segmentation in Short-Axis MRI

Phi Vu Tran

165

334

02 Apr 2016

A Semisupervised Approach for Language Identification based on Ladder Networks

Ehud Ben-Reuven

Jacob Goldberger

01 Apr 2016

Learning Multiscale Features Directly From Waveforms

Zhenyao Zhu

Jesse Engel

Awni Y. Hannun

184

31 Mar 2016

Deep Networks with Stochastic Depth

Gao Huang

577

2,558

30 Mar 2016

Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles

M. Noroozi

Paolo Favaro

SSL

833

3,175

30 Mar 2016

Recurrent Batch Normalization

Aaron Courville

633

414

30 Mar 2016

Rich Image Captioning in the Wild

Lei Zhang

151

128

30 Mar 2016

Shuffle and Learn: Unsupervised Learning using Temporal Order Verification

163

28 Mar 2016

Colorful Image Colorization

Richard Y. Zhang

Phillip Isola

Alexei A. Efros

628

3,670

28 Mar 2016

Learning to Read Chest X-Rays: Recurrent Neural Cascade Model for Automated Image Annotation

138

385

28 Mar 2016

Convolutional Networks for Fast, Energy-Efficient Neuromorphic Computing

...

251

744

28 Mar 2016

Perceptual Losses for Real-Time Style Transfer and Super-Resolution

Justin Johnson

Alexandre Alahi

Li Fei-Fei

SupR

688

11,097

27 Mar 2016

Resnet in Resnet: Generalizing Residual Architectures

205

1,000

25 Mar 2016

Stacked Hourglass Networks for Human Pose Estimation

1.3K

5,359

22 Mar 2016

Convolution in Convolution for Network in Network

Yanwei Pang

Manli Sun

Xiaoheng Jiang

Xuelong Li

220

180

22 Mar 2016

Learning Representations for Automatic Colorization

Gustav Larsson

Michael Maire

Gregory Shakhnarovich

VLM SSL

433

1,046

22 Mar 2016

Deep Learning in Bioinformatics

383

1,433

21 Mar 2016

A Fast Unified Model for Parsing and Sentence Understanding

Christopher D. Manning

Christopher Potts

336

319

19 Mar 2016

Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation

Konstantinos Kamnitsas

426

3,204

18 Mar 2016

Transferring Learned Microcalcification Group Detection from 2D Mammography to 3D Digital Breast Tomosynthesis Using a Hierarchical Model and Scope-based Normalization Features

18 Mar 2016

Generative Image Modeling using Style and Structure Adversarial Networks

Xinyu Wang

Abhinav Gupta

GAN

271

633

17 Mar 2016

Accelerating Deep Neural Network Training with Inconsistent Stochastic Gradient Descent

259

17 Mar 2016

Neural Aggregation Network for Video Face Recognition

327

389

17 Mar 2016

XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

670

4,599

16 Mar 2016

Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units

236

519

16 Mar 2016

Suppressing the Unusual: towards Robust CNNs using Symmetric Activation Functions

Qiyang Zhao

Lewis D. Griffin

AAML

163

16 Mar 2016

Identity Mappings in Deep Residual Networks

1.3K

10,907

16 Mar 2016

Combining the Best of Convolutional Layers and Recurrent Layers: A Hybrid Network for Semantic Segmentation

171

15 Mar 2016

Revisiting Batch Normalization For Practical Domain Adaptation

335

650

15 Mar 2016

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

...

493

11,556

14 Mar 2016

Learning Typographic Style

S. Baluja

126

13 Mar 2016

Texture Networks: Feed-forward Synthesis of Textures and Stylized Images

Andrea Vedaldi

307

988

10 Mar 2016

Low-rank passthrough neural networks

Antonio Valerio Miceli Barone

296

10 Mar 2016

DROW: Real-Time Deep Learning based Wheelchair Detection in 2D Range Data

Lucas Beyer

Alexander Hermans

Bastian Leibe

183

08 Mar 2016

Variational Autoencoders for Semi-supervised Text Classification

176

08 Mar 2016

Learning Hand-Eye Coordination for Robotic Grasping with Deep Learning and Large-Scale Data Collection

1.2K

2,160

07 Mar 2016

Normalization Propagation: A Parametric Technique for Removing Internal Covariate Shift in Deep Networks

Devansh Arpit

Yingbo Zhou

Bhargava U. Kota

V. Govindaraju

273

131

04 Mar 2016

Learning Physical Intuition of Block Towers by Example

270

308

03 Mar 2016

HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender Recognition

380

1,271

03 Mar 2016

Learning Functions: When Is Deep Better Than Shallow

H. Mhaskar

Q. Liao

T. Poggio

336

148

03 Mar 2016

Molecular Graph Convolutions: Moving Beyond Fingerprints

535

1,536

02 Mar 2016

Cascaded Subpatch Networks for Effective CNNs

Xiaoheng Jiang

Yanwei Pang

Manli Sun

Xuelong Li

217

01 Mar 2016

Scalable and Sustainable Deep Learning via Randomized Hashing

Ryan Spring

Anshumali Shrivastava

286

135

26 Feb 2016

Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks

Tim Salimans

Diederik P. Kingma

ODL

579

2,053

25 Feb 2016

Learning values across many orders of magnitude

David Silver

250

185

24 Feb 2016

Group Equivariant Convolutional Networks

Taco S. Cohen

Max Welling

BDL

940

2,179

24 Feb 2016