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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
Automated Remote Sensing Forest Inventory Using Satellite Imagery
Automated Remote Sensing Forest Inventory Using Satellite Imagery
A. Shtanchaev
Artur Bille
Olga N. Sutyrina
Sara Elelimy
17
0
0
16 Oct 2021
Interactive Analysis of CNN Robustness
Interactive Analysis of CNN Robustness
Stefan Sietzen
Mathias Lechner
Judy Borowski
Ramin Hasani
Manuela Waldner
AAML
81
10
0
14 Oct 2021
Deep Long-Tailed Learning: A Survey
Deep Long-Tailed Learning: A Survey
Yifan Zhang
Bingyi Kang
Bryan Hooi
Shuicheng Yan
Jiashi Feng
VLM
117
595
0
09 Oct 2021
Distinguishing rule- and exemplar-based generalization in learning
  systems
Distinguishing rule- and exemplar-based generalization in learning systems
Ishita Dasgupta
Erin Grant
Thomas Griffiths
88
16
0
08 Oct 2021
Deep Neural Networks and Tabular Data: A Survey
Deep Neural Networks and Tabular Data: A Survey
V. Borisov
Tobias Leemann
Kathrin Seßler
Johannes Haug
Martin Pawelczyk
Gjergji Kasneci
LMTD
150
705
0
05 Oct 2021
BdSL36: A Dataset for Bangladeshi Sign Letters Recognition
BdSL36: A Dataset for Bangladeshi Sign Letters Recognition
Oishee Bintey Hoque
Mohammad Imrul Jubair
A. Akash
Md. Saiful Islam
74
12
0
02 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method
SpliceOut: A Simple and Efficient Audio Augmentation Method
Arjit Jain
Pranay Reddy Samala
Deepak Mittal
Preethi Jyothi
M. Singh
130
11
0
30 Sep 2021
Frequency Disentangled Residual Network
Frequency Disentangled Residual Network
S. Singh
Roshan Reddy Yedla
S. Dubey
R. Sanodiya
Wei Chu
68
4
0
26 Sep 2021
A two-step machine learning approach for crop disease detection: an
  application of GAN and UAV technology
A two-step machine learning approach for crop disease detection: an application of GAN and UAV technology
A. Prasad
Nikhil Mehta
Matthew Horak
Wan D. Bae
32
6
0
19 Sep 2021
FSER: Deep Convolutional Neural Networks for Speech Emotion Recognition
FSER: Deep Convolutional Neural Networks for Speech Emotion Recognition
Bonaventure F. P. Dossou
Yeno K. S. Gbenou
27
8
0
15 Sep 2021
Co-Correcting: Noise-tolerant Medical Image Classification via mutual
  Label Correction
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction
Jiarun Liu
Ruirui Li
Chuan Sun
OODNoLaVLM
66
33
0
11 Sep 2021
Generatively Augmented Neural Network Watchdog for Image Classification
  Networks
Generatively Augmented Neural Network Watchdog for Image Classification Networks
Justin Bui
Glauco A. Amigo
R. Marks
64
0
0
07 Sep 2021
Nearest Neighbour Few-Shot Learning for Cross-lingual Classification
Nearest Neighbour Few-Shot Learning for Cross-lingual Classification
M Saiful Bari
Batool Haider
Saab Mansour
VLM
36
14
0
06 Sep 2021
Towards Fine-grained Image Classification with Generative Adversarial
  Networks and Facial Landmark Detection
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection
Mahdieh Darvish
Mahsa Pouramini
H. Bahador
ViT
67
5
0
28 Aug 2021
Influence-guided Data Augmentation for Neural Tensor Completion
Influence-guided Data Augmentation for Neural Tensor Completion
Sejoon Oh
Sungchul Kim
Ryan Rossi
Srijan Kumar
82
11
0
23 Aug 2021
Boosting of Head Pose Estimation by Knowledge Distillation
Boosting of Head Pose Estimation by Knowledge Distillation
A. Sheka
V. Samun
33
0
0
20 Aug 2021
Semantic Perturbations with Normalizing Flows for Improved
  Generalization
Semantic Perturbations with Normalizing Flows for Improved Generalization
Oğuz Kaan Yüksel
Sebastian U. Stich
Martin Jaggi
Tatjana Chavdarova
AAML
79
10
0
18 Aug 2021
Data Efficient Human Intention Prediction: Leveraging Neural Network
  Verification and Expert Guidance
Data Efficient Human Intention Prediction: Leveraging Neural Network Verification and Expert Guidance
Ruixuan Liu
Changliu Liu
AAML
40
1
0
16 Aug 2021
Alleviating Mode Collapse in GAN via Diversity Penalty Module
Alleviating Mode Collapse in GAN via Diversity Penalty Module
Sen Pei
Richard Yi Da Xu
Shiming Xiang
Gaofeng Meng
23
1
0
05 Aug 2021
The Devil is in the GAN: Backdoor Attacks and Defenses in Deep
  Generative Models
The Devil is in the GAN: Backdoor Attacks and Defenses in Deep Generative Models
Ambrish Rawat
Killian Levacher
M. Sinn
AAML
105
14
0
03 Aug 2021
BezierSeg: Parametric Shape Representation for Fast Object Segmentation
  in Medical Images
BezierSeg: Parametric Shape Representation for Fast Object Segmentation in Medical Images
Hai-xin Chen
Yishu Deng
Bin Li
Zeqin Li
Haohua Chen
Bing-Zhong Jing
Chaofeng Li
44
4
0
02 Aug 2021
LARGE: Latent-Based Regression through GAN Semantics
LARGE: Latent-Based Regression through GAN Semantics
Yotam Nitzan
Rinon Gal
Ofir Brenner
Daniel Cohen-Or
GAN
55
26
0
22 Jul 2021
Malware Classification Using Deep Boosted Learning
Malware Classification Using Deep Boosted Learning
M. Asam
Dr. Saddam Hussain Khan
Tauseef Jamal
Umme Zahoora
Asifullah Khan
63
11
0
08 Jul 2021
MSE Loss with Outlying Label for Imbalanced Classification
MSE Loss with Outlying Label for Imbalanced Classification
S. Kato
Kazuhiro Hotta
18
11
0
06 Jul 2021
Unsupervised Image Segmentation by Mutual Information Maximization and
  Adversarial Regularization
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization
S. E. Mirsadeghi
Ali Royat
H. Rezatofighi
61
32
0
01 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature
  Corruption
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption
Dara Bahri
Heinrich Jiang
Yi Tay
Donald Metzler
SSL
74
178
0
29 Jun 2021
A CNN Segmentation-Based Approach to Object Detection and Tracking in
  Ultrasound Scans with Application to the Vagus Nerve Detection
A CNN Segmentation-Based Approach to Object Detection and Tracking in Ultrasound Scans with Application to the Vagus Nerve Detection
Abdullah F. Al-Battal
Yan Gong
Lu Xu
T. Morton
Chen Du
Yifeng Bu
I. Lerman
R. Madhavan
Truong Thao Nguyen
26
9
0
25 Jun 2021
Jitter: Random Jittering Loss Function
Jitter: Random Jittering Loss Function
Zhicheng Cai
Chenglei Peng
S. Du
52
3
0
25 Jun 2021
Where is the disease? Semi-supervised pseudo-normality synthesis from an
  abnormal image
Where is the disease? Semi-supervised pseudo-normality synthesis from an abnormal image
Yuanqi Du
Quan Quan
Hu Han
S. Kevin Zhou
GANMedIm
47
3
0
24 Jun 2021
ScanBank: A Benchmark Dataset for Figure Extraction from Scanned
  Electronic Theses and Dissertations
ScanBank: A Benchmark Dataset for Figure Extraction from Scanned Electronic Theses and Dissertations
S. Kahu
William A. Ingram
Edward A. Fox
Jian Wu
11
12
0
23 Jun 2021
Equivariance-bridged SO(2)-Invariant Representation Learning using Graph
  Convolutional Network
Equivariance-bridged SO(2)-Invariant Representation Learning using Graph Convolutional Network
Sungwon Hwang
Hyungtae Lim
Hyun Myung
40
2
0
18 Jun 2021
Effective Evaluation of Deep Active Learning on Image Classification
  Tasks
Effective Evaluation of Deep Active Learning on Image Classification Tasks
Nathan Beck
D. Sivasubramanian
Apurva Dani
Ganesh Ramakrishnan
Rishabh K. Iyer
VLM
78
39
0
16 Jun 2021
A Deep Variational Approach to Clustering Survival Data
A Deep Variational Approach to Clustering Survival Data
Laura Manduchi
Ricards Marcinkevics
M. Massi
Thomas Weikert
Alexander Sauter
...
F. Vasella
M. Neidert
M. Pfister
Bram Stieltjes
Julia E. Vogt
146
31
0
10 Jun 2021
Generative Feature-driven Image Replay for Continual Learning
Generative Feature-driven Image Replay for Continual Learning
Kevin Thandiackal
Tiziano Portenier
Andrea Giovannini
M. Gabrani
O. Goksel
CLLVLMDiffM
48
10
0
09 Jun 2021
CLCC: Contrastive Learning for Color Constancy
CLCC: Contrastive Learning for Color Constancy
Yi-Chen Lo
Chia-Che Chang
Hsuan-Chao Chiu
Yu-Hao Huang
Chia-Ping Chen
Yu-Lin Chang
Kevin Jou
78
49
0
09 Jun 2021
Tractable Regularization of Probabilistic Circuits
Tractable Regularization of Probabilistic Circuits
Hoang Trung-Dung
Guy Van den Broeck
TPM
82
33
0
04 Jun 2021
Algorithmic Insurance
Algorithmic Insurance
Dimitris Bertsimas
Agni Orfanoudaki
46
3
0
01 Jun 2021
An ordinal CNN approach for the assessment of neurological damage in
  Parkinson's disease patients
An ordinal CNN approach for the assessment of neurological damage in Parkinson's disease patients
Javier Barbero-Gómez
Pedro Antonio Gutiérrez
V. M. Vargas
J. Vallejo-Casas
César Hervás-Martinez
41
28
0
31 May 2021
Data Augmentation for Text Generation Without Any Augmented Data
Data Augmentation for Text Generation Without Any Augmented Data
Wei Bi
Huayang Li
Jiacheng Huang
65
7
0
28 May 2021
Deep Metric Learning for Few-Shot Image Classification: A Review of
  Recent Developments
Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments
Xiaoxu Li
Xiaochen Yang
Zhanyu Ma
Jing-Hao Xue
VLM
104
126
0
17 May 2021
The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through
  Federated Data-Augmented Radio Fingerprinting
The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through Federated Data-Augmented Radio Fingerprinting
Mauro Piva
G. Maselli
Francesco Restuccia
56
22
0
08 May 2021
Dynamic Defense Approach for Adversarial Robustness in Deep Neural
  Networks via Stochastic Ensemble Smoothed Model
Dynamic Defense Approach for Adversarial Robustness in Deep Neural Networks via Stochastic Ensemble Smoothed Model
Ruoxi Qin
Linyuan Wang
Xing-yuan Chen
Xuehui Du
Bin Yan
AAML
64
5
0
06 May 2021
More Than Meets The Eye: Semi-supervised Learning Under Non-IID Data
More Than Meets The Eye: Semi-supervised Learning Under Non-IID Data
Saul Calderon-Ramirez
Luis Oala
70
5
0
20 Apr 2021
Contrastive Learning with Stronger Augmentations
Contrastive Learning with Stronger Augmentations
Tianlin Li
Guo-Jun Qi
CLL
141
227
0
15 Apr 2021
RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters
RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters
Daniel Weber
C. Gühmann
Thomas Seel
69
37
0
15 Apr 2021
Achieving Model Robustness through Discrete Adversarial Training
Achieving Model Robustness through Discrete Adversarial Training
Maor Ivgi
Jonathan Berant
AAML
77
28
0
11 Apr 2021
Landmarks Augmentation with Manifold-Barycentric Oversampling
Landmarks Augmentation with Manifold-Barycentric Oversampling
Iaroslav Bespalov
N. Buzun
Oleg Kachan
Dmitry V. Dylov
MedIm
57
4
0
02 Apr 2021
Fast Jacobian-Vector Product for Deep Networks
Fast Jacobian-Vector Product for Deep Networks
Randall Balestriero
Richard Baraniuk
58
6
0
01 Apr 2021
Scale-aware Automatic Augmentation for Object Detection
Scale-aware Automatic Augmentation for Object Detection
Yukang Chen
Yanwei Li
Tao Kong
Lu Qi
Ruihang Chu
Lei Li
Jiaya Jia
103
51
0
31 Mar 2021
Data Augmentation in a Hybrid Approach for Aspect-Based Sentiment
  Analysis
Data Augmentation in a Hybrid Approach for Aspect-Based Sentiment Analysis
Tomas Liesting
Flavius Frasincar
Maria Mihaela Truşcǎ
49
31
0
29 Mar 2021
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