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
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 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 Dominik Schiller Silvan Mertes Elisabeth André 8 0 0 30 Sep 2020
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 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 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 Nathan Ng Kyunghyun Cho Marzyeh Ghassemi 92 146 0 21 Sep 2020
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 A. Tripathi Ashish Mishra AAML MedIm 42 10 0 08 Sep 2020
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 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 Cezara Benegui Radu Tudor Ionescu AAML 17 4 0 01 Sep 2020
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 Shirley Liu Charles Lehman Ghassan AlRegib VLM 22 1 0 21 Aug 2020
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 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 M. Sabuncu 135 6 0 17 Aug 2020
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 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? 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 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 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 Junyu Lin Lei Xu Yingqi Liu Xinming Zhang AAML 57 35 0 30 Jul 2020
Label-Only Membership Inference Attacks Christopher A. Choquette-Choo Florian Tramèr Nicholas Carlini Nicolas Papernot MIACV MIALM 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 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 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 Laura Tomaz Da Silva N. B. Esper D. Ruiz Felipe Meneguzzi A. Buchweitz 24 4 0 17 Jul 2020
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 Viktor Seib Benjamin Lange Stefan Wirtz 58 37 0 17 Jul 2020
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 Silviu Pitis Elliot Creager Animesh Garg BDL OffRL 111 89 0 06 Jul 2020
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 Salih Gündüz Umut Ugurlu Ilkay Oksuz AI4TS 44 26 0 05 Jul 2020
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 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? 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 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 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 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 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 Benjamin R. Cowley Jonathan W. Pillow 41 10 0 13 Jun 2020
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 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 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 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 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 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 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 Benita Scout Mackay M. Praeger J. Grant-Jacob J. Kanczler R. Eason R. Oreffo B. Mills 22 10 0 30 May 2020