The Effectiveness of Data Augmentation in Image Classification using Deep Learning

13 December 2017

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

50 / 566 papers shown

Title
Exploring Bias in GAN-based Data Augmentation for Small Samples Mengxiao Hu Jinlong Li 86 20 0 21 May 2019
Online Hyper-parameter Learning for Auto-Augmentation Strategy Chen Lin Minghao Guo Chuming Li Yuan Xin Wei Wu Dahua Lin Wanli Ouyang Junjie Yan ODL 71 84 0 17 May 2019
Learning Optimal Data Augmentation Policies via Bayesian Optimization for Image Classification Tasks Chunxu Zhang Jiaxu Cui Bo Yang 61 3 0 06 May 2019
A Survey on Face Data Augmentation Xiang Wang Kai Wang Kai Wang CVBM 116 134 0 26 Apr 2019
Improved visible to IR image transformation using synthetic data augmentation with cycle-consistent adversarial networks Kyongsik Yun Kevin Yu Joseph Osborne S. Eldin Luan Nguyen Alexander Huyen Thomas Lu GAN 29 19 0 25 Apr 2019
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation Junhao Wen Elina Thibeau-Sutre Mauricio Diaz-Melo J. Samper-González A. Routier Simona Bottani Didier Dormont S. Durrleman Ninon Burgos O. Colliot 107 525 0 16 Apr 2019
ASD-DiagNet: A hybrid learning approach for detection of Autism Spectrum Disorder using fMRI data Taban Eslami Vahid Mirjalili A. Fong A. Laird F. Saeed 87 275 0 16 Apr 2019
Simulation of virtual cohorts increases predictive accuracy of cognitive decline in MCI subjects Igor Koval S. Allassonnière S. Durrleman 18 2 0 05 Apr 2019
Snore-GANs: Improving Automatic Snore Sound Classification with Synthesized Data Zixing Zhang Jing Han Kun Qian C. Janott Yanan Guo Bjoern Schuller 64 43 0 29 Mar 2019
General Probabilistic Surface Optimization and Log Density Estimation Dmitry Kopitkov Vadim Indelman 70 1 0 25 Mar 2019
Domain adaptation for holistic skin detection Aloisio Dourado Frederico Guth Teofilo de Campos Weigang Li 26 13 0 16 Mar 2019
Crowding in humans is unlike that in convolutional neural networks Ben Lonnqvist A. Clarke R. Chakravarthi 57 12 0 01 Mar 2019
SPDA: Superpixel-based Data Augmentation for Biomedical Image Segmentation Yizhe Zhang Lin Yang Hao Zheng Peixian Liang Colleen A. Mangold R. Loreto David P. Hughes Benlin Liu MedIm 40 13 0 28 Feb 2019
Segmentation of Roots in Soil with U-Net Abraham George Smith Jens Petersen Raghavendra Selvan C. Rasmussen 70 125 0 28 Feb 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 99 302 0 28 Feb 2019
Technical Considerations for Semantic Segmentation in MRI using Convolutional Neural Networks Arjun D Desai G. Gold B. Hargreaves Akshay S. Chaudhari 72 30 0 05 Feb 2019
Active Image Synthesis for Efficient Labeling Jialei Chen Yujia Xie Kan Wang Chuck Zhang M. Vannan Ben Wang Z. Qian MedIm 75 11 0 05 Feb 2019
Theoretical evidence for adversarial robustness through randomization Rafael Pinot Laurent Meunier Alexandre Araujo H. Kashima Florian Yger Cédric Gouy-Pailler Jamal Atif AAML 110 83 0 04 Feb 2019
Deep learning-based electroencephalography analysis: a systematic review Yannick Roy Hubert J. Banville Isabela Albuquerque Alexandre Gramfort T. Falk J. Faubert 144 977 0 16 Jan 2019
Thinking Outside the Pool: Active Training Image Creation for Relative Attributes Aron Yu Kristen Grauman 51 23 0 08 Jan 2019
Sinusoidal wave generating network based on adversarial learning and its application: synthesizing frog sounds for data augmentation Sangwook Park D. Han Hanseok Ko AAML GAN 37 6 0 07 Jan 2019
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning Ramin Hasibi Matin Shokri M. Dehghan 82 34 0 01 Jan 2019
Synergy Effect between Convolutional Neural Networks and the Multiplicity of SMILES for Improvement of Molecular Prediction Talia B. Kimber Sebastian Engelke Igor V. Tetko Eric Bruno Guillaume Godin 48 37 0 11 Dec 2018
Skin Lesions Classification Using Convolutional Neural Networks in Clinical Images Danilo Barros Mendes Nilton Correia da Silva MedIm 24 46 0 06 Dec 2018
Learning Vine Copula Models For Synthetic Data Generation Yi Sun Alfredo Cuesta-Infante K. Veeramachaneni 55 41 0 04 Dec 2018
Neural Sign Language Translation based on Human Keypoint Estimation Sang-Ki Ko Chang Jo Kim Hyedong Jung Choongsang Cho SLR 113 213 0 28 Nov 2018
KekuleScope: prediction of cancer cell line sensitivity and compound potency using convolutional neural networks trained on compound images I. Cortés-Ciriano A. Bender MedIm 87 51 0 22 Nov 2018
T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling Giorgia Ramponi P. Protopapas Marco Brambilla Ryan Janssen AI4TS TTA 80 100 0 20 Nov 2018
Improving Sequence-to-Sequence Acoustic Modeling by Adding Text-Supervision Jing-Xuan Zhang Zhenhua Ling Yuan Jiang Li-Juan Liu Chen Liang Lirong Dai 66 30 0 20 Nov 2018
Face Verification and Forgery Detection for Ophthalmic Surgery Images Kaushal Bhogale N. Shankar Adheesh Juvekar Asutosh Padhi CVBM 3DH 16 0 0 15 Nov 2018
Melodic Phrase Segmentation By Deep Neural Networks Y. Guan Jinyu Zhao Yiqin Qiu Zheng Zhang Gus Xia 23 11 0 14 Nov 2018
Detecting cities in aerial night-time images by learning structural invariants using single reference augmentation P. Sadler 3DPC 35 1 0 19 Oct 2018
Wronging a Right: Generating Better Errors to Improve Grammatical Error Detection Sudhanshu Kasewa Pontus Stenetorp Sebastian Riedel 83 59 0 26 Sep 2018
A Study on Deep Learning Based Sauvegrain Method for Measurement of Puberty Bone Age S. Baik Keum-Gang Cha MedIm 13 0 0 18 Sep 2018
Label Denoising with Large Ensembles of Heterogeneous Neural Networks Pavel Ostyakov Elizaveta Logacheva Roman Suvorov Vladimir Aliev Gleb Sterkin Oleg Khomenko Sergey I. Nikolenko NoLa 70 28 0 12 Sep 2018
Recent Advances in Object Detection in the Age of Deep Convolutional Neural Networks Shivang Agarwal Jean Ogier du Terrail F. Jurie ObjD 158 125 0 10 Sep 2018
Learning Invariances for Policy Generalization Rémi Tachet des Combes Philip Bachman H. V. Seijen 83 12 0 07 Sep 2018
DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification Xiaofeng Zhang Zhangyang Wang Dong Liu Qing Ling 74 90 0 29 Aug 2018
DOPING: Generative Data Augmentation for Unsupervised Anomaly Detection with GAN Swee Kiat Lim Yi Loo Ngoc-Trung Tran Ngai-Man Cheung Gemma Roig Yuval Elovici 46 117 0 23 Aug 2018
Using Machine Learning Safely in Automotive Software: An Assessment and Adaption of Software Process Requirements in ISO 26262 Rick Salay Krzysztof Czarnecki 104 70 0 05 Aug 2018
Seq2Seq and Multi-Task Learning for joint intent and content extraction for domain specific interpreters Marc Velay Fabrice Daniel VLM 49 2 0 01 Aug 2018
WeedMap: A large-scale semantic weed mapping framework using aerial multispectral imaging and deep neural network for precision farming Inkyu Sa Marija Popović R. Khanna Zetao Chen Philipp Lottes F. Liebisch Juan I. Nieto C. Stachniss Achim Walter Roland Siegwart 82 218 0 31 Jul 2018
A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security M. Al-garadi Amr M. Mohamed A. Al-Ali Xiaojiang Du Mohsen Guizani 98 831 0 29 Jul 2018
Hydranet: Data Augmentation for Regression Neural Networks Florian Dubost Gerda Bortsova H. Adams M. Ikram W. Niessen Meike W. Vernooij Marleen de Bruijne MedIm 63 9 0 12 Jul 2018
Efficient ConvNets for Analog Arrays Malte J. Rasch Tayfun Gokmen Mattia Rigotti W. Haensch 57 11 0 03 Jul 2018
MRFusion: A Deep Learning architecture to fuse PAN and MS imagery for land cover mapping R. Gaetano Dino Ienco K. Ose R. Cresson 38 8 0 29 Jun 2018
HitNet: a neural network with capsules embedded in a Hit-or-Miss layer, extended with hybrid data augmentation and ghost capsules Adrien Deliège A. Cioppa Marc Van Droogenbroeck 59 48 0 18 Jun 2018
Automated Image Data Preprocessing with Deep Reinforcement Learning T. Minh M. Sinn Hoang Thanh Lam Martin Wistuba VLM 18 65 0 15 Jun 2018
Semantically Selective Augmentation for Deep Compact Person Re-Identification V. Ponce-López T. Burghardt S. Hannuna Dima Damen A. Masullo Majid Mirmehdi 3DPC GAN 25 3 0 11 Jun 2018
Data augmentation instead of explicit regularization Alex Hernández-García Peter König 111 144 0 11 Jun 2018