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"

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Title
EmgAuth: Unlocking Smartphones with EMG Signals Boyu Fan Xiang Su Jian Niu Pan Hui 65 7 0 21 Mar 2021
LabelGit: A Dataset for Software Repositories Classification using Attributed Dependency Graphs Cezar Sas A. Capiluppi 21 2 0 16 Mar 2021
Automatic detection of impact craters on Al foils from the Stardust interstellar dust collector using convolutional neural networks Logan Jaeger A. Butterworth Z. Gainsforth R. Lettieri A. Ardizzone ... P. Wozniakiewicz R. Ogliore B. D. Gregorio R. Stroud A. Westphal 29 1 0 15 Mar 2021
Performance of a Geometric Deep Learning Pipeline for HL-LHC Particle Tracking X. Ju D. Murnane P. Calafiura Nicholas Choma S. Conlon ... Aditi Chauhan A. Schuy Shih-Chieh Hsu A. Ballow A. Lazar 50 65 0 11 Mar 2021
A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Xiaoqing Ellen Tan Chung Chang Ling Zhou Lu Tang CML 73 18 0 10 Mar 2021
Use of Transfer Learning and Wavelet Transform for Breast Cancer Detection Ahmed Rasheed M. S. Younis Junaid Qadir Muhammad Bilal MedIm 30 5 0 05 Mar 2021
Data Augmentation for Object Detection via Differentiable Neural Rendering G. Ning Guang Chen Chaowei Tan Si Luo Liefeng Bo Heng Huang 59 7 0 04 Mar 2021
GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging Sarthak Pati Siddhesh P. Thakur İbrahim Ethem Hamamcı Ujjwal Baid Bhakti Baheti ... D. Kontos Alexandros Karargyris Renato Umeton Peter Mattson Spyridon Bakas LM&MA MedIm 152 45 0 26 Feb 2021
On the robustness of randomized classifiers to adversarial examples Rafael Pinot Laurent Meunier Florian Yger Cédric Gouy-Pailler Y. Chevaleyre Jamal Atif AAML 75 14 0 22 Feb 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 96 57 0 19 Feb 2021
A novel multiple instance learning framework for COVID-19 severity assessment via data augmentation and self-supervised learning Ze-kun Li Wei Zhao F. Shi Lei Qi Xingzhi Xie ... Yang Gao Shangjie Wu Jun Liu Yinghuan Shi Dinggang Shen 93 60 0 07 Feb 2021
Sill-Net: Feature Augmentation with Separated Illumination Representation Hanwang Zhang Zhong Cao Ziang Yan Changshui Zhang 112 26 0 06 Feb 2021
Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge Chompunuch Sarasaen S. Chatterjee Mario Breitkopf G. Rose A. Nürnberger Oliver Speck SupR 61 35 0 04 Feb 2021
Neural Data Augmentation via Example Extrapolation Kenton Lee Kelvin Guu Luheng He Timothy Dozat Hyung Won Chung 76 72 0 02 Feb 2021
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation Jiawei Zhang Yanchun Zhang Xiaowei Xu 30 31 0 30 Jan 2021
Spatio-temporal Data Augmentation for Visual Surveillance Jae-Yeul Kim J. Ha 47 5 0 25 Jan 2021
Class balanced underwater object detection dataset generated by class-wise style augmentation Long Chen Junyu Dong Huiyu Zhou 14 3 0 20 Jan 2021
Deep Reinforcement Learning Optimizes Graphene Nanopores for Efficient Desalination Yuyang Wang Zhonglin Cao Amir Barati Farimani AI4CE 96 61 0 19 Jan 2021
On Data-Augmentation and Consistency-Based Semi-Supervised Learning Atin Ghosh Alexandre Hoang Thiery 132 21 0 18 Jan 2021
Sequential IoT Data Augmentation using Generative Adversarial Networks M. Tschuchnig Cornelia Ferner S. Wegenkittl 34 9 0 13 Jan 2021
A Four-Stage Data Augmentation Approach to ResNet-Conformer Based Acoustic Modeling for Sound Event Localization and Detection Qing Wang Jun Du Hua-Xin Wu Jia Pan Feng Ma Chin-Hui Lee 64 83 0 08 Jan 2021
Fast Ensemble Learning Using Adversarially-Generated Restricted Boltzmann Machines Gustavo de Rosa Mateus Roder João Paulo Papa OOD 25 1 0 04 Jan 2021
Adam revisited: a weighted past gradients perspective Hui Zhong Zaiyi Chen Chuan Qin Zai Huang V. Zheng Tong Xu Enhong Chen ODL 73 41 0 01 Jan 2021
Tips and Tricks for Webly-Supervised Fine-Grained Recognition: Learning from the WebFG 2020 Challenge Xiu-Shen Wei Yu-Yan Xu Yazhou Yao Jia Wei Si Xi ... Taolue Xue Haipeng Jing Zhiheng Wang Tianming Zhang Mingwen Zhang 32 0 0 29 Dec 2020
Data augmentation and image understanding Alex Hernandez-Garcia 31 6 0 28 Dec 2020
Deep Evolutionary Learning for Molecular Design Yifeng Li H. K. Ooi A. Tchagang 40 16 0 28 Dec 2020
Improving the Generalization of End-to-End Driving through Procedural Generation Quanyi Li Zhenghao Peng Qihang Zhang Chunxiao Liu Bolei Zhou 79 17 0 26 Dec 2020
Generative Interventions for Causal Learning Chengzhi Mao Augustine Cha Amogh Gupta Hongya Wang Junfeng Yang Carl Vondrick CML OOD 86 66 0 22 Dec 2020
Color Channel Perturbation Attacks for Fooling Convolutional Neural Networks and A Defense Against Such Attacks Jayendra Kantipudi S. Dubey Soumendu Chakraborty AAML 91 22 0 20 Dec 2020
TACTO: A Fast, Flexible, and Open-source Simulator for High-Resolution Vision-based Tactile Sensors Shaoxiong Wang Mike Lambeta Po-wei Chou Roberto Calandra 90 144 0 15 Dec 2020
A Self-Supervised Feature Map Augmentation (FMA) Loss and Combined Augmentations Finetuning to Efficiently Improve the Robustness of CNNs Nikhil Kapoor C. Yuan Jonas Löhdefink Roland S. Zimmermann Serin Varghese Fabian Hüger Nico M. Schmidt Peter Schlicht Tim Fingscheidt AAML 39 4 0 02 Dec 2020
Multi-Stage CNN-Based Monocular 3D Vehicle Localization and Orientation Estimation Ali Babolhavaeji Mohammad Fanaei 3DPC 21 2 0 24 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 64 40 0 20 Nov 2020
GAN based ball screw drive picture database enlargement for failure classification T. Schlagenhauf Chenwei Sun J. Fleischer AI4CE 21 0 0 20 Nov 2020
On tuning deep learning models: a data mining perspective M. Öztürk 21 0 0 19 Nov 2020
DeepNAG: Deep Non-Adversarial Gesture Generation M. Maghoumi E. Taranta J. Laviola 74 22 0 18 Nov 2020
Low-resource expressive text-to-speech using data augmentation Goeric Huybrechts Thomas Merritt Giulia Comini Bartek Perz Raahil Shah Jaime Lorenzo-Trueba 68 53 0 11 Nov 2020
Multiscale Attention Guided Network for COVID-19 Diagnosis Using Chest X-ray Images Jingxiong Li Yaqi Wang Shuai Wang Jun Wang Jun Liu Qun Jin Lingling Sun 22 1 0 11 Nov 2020
LADA: Look-Ahead Data Acquisition via Augmentation for Active Learning Yoon-Yeong Kim Kyungwoo Song Joonho Jang Il-Chul Moon 22 4 0 09 Nov 2020
On the Performance of Convolutional Neural Networks under High and Low Frequency Information Roshan Reddy Yedla S. Dubey OOD 71 5 0 30 Oct 2020
Self-paced Data Augmentation for Training Neural Networks Tomoumi Takase Ryo Karakida H. Asoh 59 17 0 29 Oct 2020
Automatic joint damage quantification using computer vision and deep learning Quang Tran J. Roesler 10 1 0 29 Oct 2020
Improving Text Relationship Modeling with Artificial Data Peter Organisciak Maggie Ryan 60 1 0 27 Oct 2020
Deep Neural Mobile Networking Chaoyun Zhang 74 1 0 23 Oct 2020
An Analysis of Simple Data Augmentation for Named Entity Recognition Xiang Dai Heike Adel 120 198 0 22 Oct 2020
Image-based Automated Species Identification: Can Virtual Data Augmentation Overcome Problems of Insufficient Sampling? Morris Klasen D. Ahrens J. Eberle Volker Steinhage 52 20 0 18 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 131 64 0 14 Oct 2020
Discriminative Cross-Modal Data Augmentation for Medical Imaging Applications Yue Yang P. Xie MedIm 49 0 0 07 Oct 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? Shayne Longpre Yu Wang Christopher DuBois ViT 86 85 0 05 Oct 2020
COVID-19 Classification of X-ray Images Using Deep Neural Networks Elisha Goldstein Daphna Keidar Daniel Yaron Y. Shachar Ayelet Blass ... N. Bogot A. Grubstein N. Shabshin Yishai M. Elyada Yonina C. Eldar 49 67 0 03 Oct 2020