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The Effectiveness of Data Augmentation in Image Classification using
  Deep Learning

The Effectiveness of Data Augmentation in Image Classification using Deep Learning

13 December 2017
Luis Perez
Jason Wang
ArXiv (abs)PDFHTML

Papers citing "The Effectiveness of Data Augmentation in Image Classification using Deep Learning"

50 / 566 papers shown
Title
3D-Aided Data Augmentation for Robust Face Understanding
3D-Aided Data Augmentation for Robust Face Understanding
Yifan Xing
Yuanjun Xiong
Wei Xia
CVBM
64
1
0
03 Oct 2020
Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style
  Transfer
Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style Transfer
Yufang Huang
Wentao Zhu
Deyi Xiong
Yiye Zhang
Changjian Hu
Feiyu Xu
73
35
0
02 Oct 2020
Embedded Emotions -- A Data Driven Approach to Learn Transferable
  Feature Representations from Raw Speech Input for Emotion Recognition
Embedded Emotions -- A Data Driven Approach to Learn Transferable Feature Representations from Raw Speech Input for Emotion Recognition
Dominik Schiller
Silvan Mertes
Elisabeth André
8
0
0
30 Sep 2020
A physics-informed operator regression framework for extracting
  data-driven continuum models
A physics-informed operator regression framework for extracting data-driven continuum models
Ravi G. Patel
N. Trask
M. Wood
E. Cyr
AI4CE
88
105
0
25 Sep 2020
Style-invariant Cardiac Image Segmentation with Test-time Augmentation
Style-invariant Cardiac Image Segmentation with Test-time Augmentation
Xiaoqiong Huang
Zejian Chen
Xin Yang
Zhendong Liu
Yuxin Zou
Mingyuan Luo
Wufeng Xue
Dong Ni
38
12
0
24 Sep 2020
GraphCrop: Subgraph Cropping for Graph Classification
GraphCrop: Subgraph Cropping for Graph Classification
Yiwei Wang
Wei Wang
Yuxuan Liang
Yujun Cai
Bryan Hooi
86
59
0
22 Sep 2020
SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving
  Out-of-Domain Robustness
SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness
Nathan Ng
Kyunghyun Cho
Marzyeh Ghassemi
92
146
0
21 Sep 2020
ExGAN: Adversarial Generation of Extreme Samples
ExGAN: Adversarial Generation of Extreme Samples
Siddharth Bhatia
Arjit Jain
Bryan Hooi
80
44
0
17 Sep 2020
Fuzzy Unique Image Transformation: Defense Against Adversarial Attacks
  On Deep COVID-19 Models
Fuzzy Unique Image Transformation: Defense Against Adversarial Attacks On Deep COVID-19 Models
A. Tripathi
Ashish Mishra
AAMLMedIm
42
10
0
08 Sep 2020
Automatic detection of microsleep episodes with deep learning
Automatic detection of microsleep episodes with deep learning
A. Malafeev
Anneke Hertig-Godeschalk
David R. Schreier
J. Skorucak
J. Mathis
P. Achermann
116
16
0
07 Sep 2020
Class Interference Regularization
Class Interference Regularization
Bharti Munjal
S. Amin
Fabio Galasso
40
0
0
04 Sep 2020
To augment or not to augment? Data augmentation in user identification
  based on motion sensors
To augment or not to augment? Data augmentation in user identification based on motion sensors
Cezara Benegui
Radu Tudor Ionescu
AAML
17
4
0
01 Sep 2020
Synthetic Sample Selection via Reinforcement Learning
Synthetic Sample Selection via Reinforcement Learning
Jiarong Ye
Yuan Xue
L. R. Long
Sameer Kiran Antani
Z. Xue
K. Cheng
Xiaolei Huang
MedIm
70
24
0
26 Aug 2020
Robustness and Overfitting Behavior of Implicit Background Models
Robustness and Overfitting Behavior of Implicit Background Models
Shirley Liu
Charles Lehman
Ghassan AlRegib
VLM
22
1
0
21 Aug 2020
Using Ensemble Classifiers to Detect Incipient Anomalies
Using Ensemble Classifiers to Detect Incipient Anomalies
Baihong Jin
Yingshui Tan
Albert Liu
Xiangyu Yue
Yuxin Chen
Alberto L. Sangiovanni-Vincentelli
35
3
0
20 Aug 2020
Balanced Order Batching with Task-Oriented Graph Clustering
Balanced Order Batching with Task-Oriented Graph Clustering
Lu Duan
Haoyuan Hu
Zili Wu
Guozheng Li
Xinhang Zhang
Yu Gong
Yinghui Xu
33
3
0
19 Aug 2020
Intelligence plays dice: Stochasticity is essential for machine learning
Intelligence plays dice: Stochasticity is essential for machine learning
M. Sabuncu
135
6
0
17 Aug 2020
A Survey of Active Learning for Text Classification using Deep Neural
  Networks
A Survey of Active Learning for Text Classification using Deep Neural Networks
Christopher Schröder
A. Niekler
83
101
0
17 Aug 2020
Integrating uncertainty in deep neural networks for MRI based stroke
  analysis
Integrating uncertainty in deep neural networks for MRI based stroke analysis
L. Herzog
Elvis Murina
Oliver Durr
S. Wegener
Beate Sick
60
53
0
13 Aug 2020
Synergy between Machine/Deep Learning and Software Engineering: How Far
  Are We?
Synergy between Machine/Deep Learning and Software Engineering: How Far Are We?
Simin Wang
LiGuo Huang
Jidong Ge
Tengfei Zhang
Haitao Feng
Ming Li
He Zhang
Vincent Ng
AI4CE
60
7
0
12 Aug 2020
Improving the Performance of Fine-Grain Image Classifiers via Generative
  Data Augmentation
Improving the Performance of Fine-Grain Image Classifiers via Generative Data Augmentation
S. Manjunath
Aitzaz Nathaniel
Jeff Druce
Stan German
56
4
0
12 Aug 2020
Actor-Action Video Classification CSC 249/449 Spring 2020 Challenge
  Report
Actor-Action Video Classification CSC 249/449 Spring 2020 Challenge Report
Jing Shi
Zhiheng Li
Haitian Zheng
Yihang Xu
Tianyou Xiao
...
R. Magnotti
A. Sexton
Jeet Thaker
Oscar Su
Chenliang Xu
38
1
0
01 Aug 2020
Black-box Adversarial Sample Generation Based on Differential Evolution
Black-box Adversarial Sample Generation Based on Differential Evolution
Junyu Lin
Lei Xu
Yingqi Liu
Xinming Zhang
AAML
57
35
0
30 Jul 2020
Label-Only Membership Inference Attacks
Label-Only Membership Inference Attacks
Christopher A. Choquette-Choo
Florian Tramèr
Nicholas Carlini
Nicolas Papernot
MIACVMIALM
115
519
0
28 Jul 2020
Study of Different Deep Learning Approach with Explainable AI for
  Screening Patients with COVID-19 Symptoms: Using CT Scan and Chest X-ray
  Image Dataset
Study of Different Deep Learning Approach with Explainable AI for Screening Patients with COVID-19 Symptoms: Using CT Scan and Chest X-ray Image Dataset
M. Ahsan
Kishor Datta Gupta
Mohammad Maminur Islam
Sajib Sen
Md Lutfar Rahman
Mohammad Shakhawat Hossain
52
35
0
24 Jul 2020
Towards Leveraging End-of-Life Tools as an Asset: Value Co-Creation
  based on Deep Learning in the Machining Industry
Towards Leveraging End-of-Life Tools as an Asset: Value Co-Creation based on Deep Learning in the Machining Industry
J. Walk
Niklas Kühl
J. Schäfer
26
4
0
24 Jul 2020
Visual Explanation for Identification of the Brain Bases for Dyslexia on
  fMRI Data
Visual Explanation for Identification of the Brain Bases for Dyslexia on fMRI Data
Laura Tomaz Da Silva
N. B. Esper
D. Ruiz
Felipe Meneguzzi
A. Buchweitz
24
4
0
17 Jul 2020
Uncertainty Quantification and Deep Ensembles
Uncertainty Quantification and Deep Ensembles
R. Rahaman
Alexandre Hoang Thiery
UQCV
99
154
0
17 Jul 2020
Mixing Real and Synthetic Data to Enhance Neural Network Training -- A
  Review of Current Approaches
Mixing Real and Synthetic Data to Enhance Neural Network Training -- A Review of Current Approaches
Viktor Seib
Benjamin Lange
Stefan Wirtz
58
37
0
17 Jul 2020
Analyzing and Mitigating Data Stalls in DNN Training
Analyzing and Mitigating Data Stalls in DNN Training
Jayashree Mohan
Amar Phanishayee
Ashish Raniwala
Vijay Chidambaram
86
109
0
14 Jul 2020
Counterfactual Data Augmentation using Locally Factored Dynamics
Counterfactual Data Augmentation using Locally Factored Dynamics
Silviu Pitis
Elliot Creager
Animesh Garg
BDLOffRL
111
89
0
06 Jul 2020
On Data Augmentation and Adversarial Risk: An Empirical Analysis
On Data Augmentation and Adversarial Risk: An Empirical Analysis
Hamid Eghbalzadeh
Khaled Koutini
Paul Primus
Verena Haunschmid
Michal Lewandowski
Werner Zellinger
Bernhard A. Moser
Gerhard Widmer
AAML
42
9
0
06 Jul 2020
Transfer Learning for Electricity Price Forecasting
Transfer Learning for Electricity Price Forecasting
Salih Gündüz
Umut Ugurlu
Ilkay Oksuz
AI4TS
44
26
0
05 Jul 2020
Text Data Augmentation: Towards better detection of spear-phishing
  emails
Text Data Augmentation: Towards better detection of spear-phishing emails
Mehdi Regina
Maxime Meyer
S. Goutal
55
18
0
04 Jul 2020
LSTM and GPT-2 Synthetic Speech Transfer Learning for Speaker
  Recognition to Overcome Data Scarcity
LSTM and GPT-2 Synthetic Speech Transfer Learning for Speaker Recognition to Overcome Data Scarcity
Jordan J. Bird
Diego Resende Faria
Anikó Ekárt
C. Premebida
Pedro P. S. Ayrosa
34
5
0
01 Jul 2020
Robustness to Transformations Across Categories: Is Robustness To
  Transformations Driven by Invariant Neural Representations?
Robustness to Transformations Across Categories: Is Robustness To Transformations Driven by Invariant Neural Representations?
Hojin Jang
Syed Suleman Abbas Zaidi
Xavier Boix
Neeraj Prasad
Sharon Gilad-Gutnick
S. Ben-Ami
P. Sinha
OOD
49
4
0
30 Jun 2020
Learning Data Augmentation with Online Bilevel Optimization for Image
  Classification
Learning Data Augmentation with Online Bilevel Optimization for Image Classification
Saypraseuth Mounsaveng
I. Laradji
Ismail Ben Ayed
David Vazquez
M. Pedersoli
67
36
0
25 Jun 2020
Human-Expert-Level Brain Tumor Detection Using Deep Learning with Data
  Distillation and Augmentation
Human-Expert-Level Brain Tumor Detection Using Deep Learning with Data Distillation and Augmentation
D. Lu
N. Polomac
Iskra Gacheva
E. Hattingen
Jochen Triesch
30
19
0
17 Jun 2020
Deep Learning based Segmentation of Fish in Noisy Forward Looking MBES
  Images
Deep Learning based Segmentation of Fish in Noisy Forward Looking MBES Images
J. H. Christensen
L. V. Mogensen
Ole Ravn
46
17
0
16 Jun 2020
MixMOOD: A systematic approach to class distribution mismatch in
  semi-supervised learning using deep dataset dissimilarity measures
MixMOOD: A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures
Saul Calderon-Ramirez
Luis Oala
J. Torrents-Barrena
Shengxiang-Yang
Armaghan Moemeni
Wojciech Samek
Miguel A. Molina-Cabello
80
10
0
14 Jun 2020
High-contrast "gaudy" images improve the training of deep neural network
  models of visual cortex
High-contrast "gaudy" images improve the training of deep neural network models of visual cortex
Benjamin R. Cowley
Jonathan W. Pillow
41
10
0
13 Jun 2020
GAN Memory with No Forgetting
GAN Memory with No Forgetting
Yulai Cong
Miaoyun Zhao
Jianqiao Li
Sijia Wang
Lawrence Carin
CLL
80
124
0
13 Jun 2020
Data Augmentation for Graph Neural Networks
Data Augmentation for Graph Neural Networks
Tong Zhao
Yozen Liu
Leonardo Neves
Oliver J. Woodford
Meng Jiang
Neil Shah
GNN
159
419
0
11 Jun 2020
Tangent Space Sensitivity and Distribution of Linear Regions in ReLU
  Networks
Tangent Space Sensitivity and Distribution of Linear Regions in ReLU Networks
Balint Daroczy
AAML
10
0
0
11 Jun 2020
Improving performance of CNN to predict likelihood of COVID-19 using
  chest X-ray images with preprocessing algorithms
Improving performance of CNN to predict likelihood of COVID-19 using chest X-ray images with preprocessing algorithms
Morteza Heidari
Seyedehnafiseh Mirniaharikandehei
Abolfazl Zargari Khuzani
Gopichandh Danala
Y. Qiu
Santa Cruz
84
349
0
11 Jun 2020
DSU-net: Dense SegU-net for automatic head-and-neck tumor segmentation in MR images
Pin Tang
C. Zu
Mei Hong
Rui Yan
Xingchen Peng
Jianghong Xiao
Xi Wu
Jiliu Zhou
Luping Zhou
Yan Wang
29
1
0
11 Jun 2020
On Data Augmentation for GAN Training
On Data Augmentation for GAN Training
Ngoc-Trung Tran
Viet-Hung Tran
Ngoc-Bao Nguyen
Trung-Kien Nguyen
Ngai-Man Cheung
MedIm
58
38
0
09 Jun 2020
Towards Feature-free TSP Solver Selection: A Deep Learning Approach
Towards Feature-free TSP Solver Selection: A Deep Learning Approach
Kangfei Zhao
Shengcai Liu
Yu Rong
Jianwei Yu
71
2
0
01 Jun 2020
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient
  CNN for Medical Images Segmentation
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation
Ange Lou
Shuyue Guan
Murray H. Loew
SSeg
63
187
0
31 May 2020
Modeling adult skeletal stem cell response to laser-machined
  topographies through deep learning
Modeling adult skeletal stem cell response to laser-machined topographies through deep learning
Benita Scout Mackay
M. Praeger
J. Grant-Jacob
J. Kanczler
R. Eason
R. Oreffo
B. Mills
22
10
0
30 May 2020
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