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
A Multi-cascaded Model with Data Augmentation for Enhanced Paraphrase Detection in Short Texts M. Shakeel Asim Karim Imdadullah Khan 90 34 0 27 Dec 2019
An Abstraction Model for Semantic Segmentation Algorithms Reihaneh Teymoori Zahra Nabizadeh N. Karimi S. Samavi SSeg VLM 41 1 0 27 Dec 2019
Adversarial AutoAugment Xinyu Zhang Qiang-qiang Wang Jian Zhang Zhaobai Zhong AAML 86 198 0 24 Dec 2019
What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance Mahmoud Afifi M. Brown AAML 84 115 0 15 Dec 2019
Selective Synthetic Augmentation with Quality Assurance Yuan Xue Jiarong Ye L. R. Long Sameer Kiran Antani Z. Xue Xiaolei Huang MedIm 50 4 0 09 Dec 2019
BERT for Large-scale Video Segment Classification with Test-time Augmentation Tianqi Liu Qizhan Shao 57 4 0 02 Dec 2019
Training the Convolutional Neural Network with Statistical Dependence of the Response on the Input Data Distortion I. Janiszewski Dmitry Slugin V. Arlazarov GAN 8 0 0 02 Dec 2019
Increasing Generality in Machine Learning through Procedural Content Generation S. Risi Julian Togelius 67 127 0 29 Nov 2019
Data Augmentation Using Adversarial Training for Construction-Equipment Classification Francis Baek Somin Park Hyoungkwan Kim GAN 26 5 0 27 Nov 2019
Implementation of Optical Deep Neural Networks using the Fabry-Perot Interferometer Benjamin D. Steel 48 0 0 22 Nov 2019
Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging Bernhard Stimpel Christopher Syben Tobias Würfl Katharina Breininger P. Hoelter Arnd Dörfler Andreas Maier MedIm 44 9 0 19 Nov 2019
Countering Inconsistent Labelling by Google's Vision API for Rotated Images Aman Apte A. Bandyopadhyay K. Shenoy Jason Peter Andrews Aditya Rathod Manish Agnihotri Aditya Jajodia 38 1 0 17 Nov 2019
QC-Automator: Deep Learning-based Automated Quality Control for Diffusion MR Images Zahra Riahi Samani J. A. Alappatt D. Parker A. A. O. Ismail R. Verma MedIm 66 32 0 15 Nov 2019
SeismoGen: Seismic Waveform Synthesis Using Generative Adversarial Networks Tiantong Wang D. Trugman Youzuo Lin GAN 33 3 0 10 Nov 2019
Deep Learning vs. Traditional Computer Vision Niall O' Mahony S. Campbell A. Carvalho S. Harapanahalli G. Velasco-Hernández L. Krpalkova Daniel Riordan Joseph Walsh VLM 91 909 0 30 Oct 2019
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning Dominik Muller Frank Kramer 49 120 0 21 Oct 2019
Automatic Data Augmentation by Learning the Deterministic Policy Yinghuan Shi Tiexin Qin Yong Liu Jiwen Lu Yang Gao Dinggang Shen 46 4 0 18 Oct 2019
Generative Image Translation for Data Augmentation in Colorectal Histopathology Images Jerry W. Wei A. Suriawinata L. Vaickus Bing Ren Xiaoying Liu Jason W. Wei Saeed Hassanpour GAN MedIm 57 73 0 13 Oct 2019
Cross-Domain Image Classification through Neural-Style Transfer Data Augmentation Yijie Xu A. Goel ViT 42 4 0 12 Oct 2019
Orchestrating the Development Lifecycle of Machine Learning-Based IoT Applications: A Taxonomy and Survey Bin Qian Jie Su Z. Wen D. N. Jha Yinhao Li ... Albert Y. Zomaya Omer F. Rana Lizhe Wang Maciej Koutny R. Ranjan 71 4 0 11 Oct 2019
A Generative Approach Towards Improved Robotic Detection of Marine Litter Jungseok Hong Michael Fulton Junaed Sattar 34 22 0 10 Oct 2019
Automatic Fact-guided Sentence Modification Darsh J. Shah Tal Schuster Regina Barzilay KELM 79 40 0 30 Sep 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 400 3,518 0 30 Sep 2019
Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu Joey Tianyi Zhou 84 39 0 27 Sep 2019
Unsupervised Image Translation using Adversarial Networks for Improved Plant Disease Recognition H. Nazki Sook Yoon A. Fuentes D. Park GAN MedIm 54 157 0 26 Sep 2019
Regularising Deep Networks with Deep Generative Models M. Willetts A. Camuto Stephen J. Roberts Chris Holmes UQCV 22 0 0 25 Sep 2019
Using Priming to Uncover the Organization of Syntactic Representations in Neural Language Models Grusha Prasad Marten van Schijndel Tal Linzen 79 52 0 23 Sep 2019
Adversarial Learning of General Transformations for Data Augmentation Saypraseuth Mounsaveng David Vazquez Ismail Ben Ayed M. Pedersoli 43 10 0 21 Sep 2019
A Survey of Techniques All Classifiers Can Learn from Deep Networks: Models, Optimizations, and Regularization Alireza Ghods D. Cook 33 1 0 10 Sep 2019
STaDA: Style Transfer as Data Augmentation Xu Zheng Tejo Chalasani Koustav Ghosal Sebastian Lutz A. Smolic 60 63 0 03 Sep 2019
Dynamic Stale Synchronous Parallel Distributed Training for Deep Learning Xing Zhao Aijun An Junfeng Liu Bin Chen 67 57 0 16 Aug 2019
A Survey on Deep Learning of Small Sample in Biomedical Image Analysis Pengyi Zhang Yunxin Zhong Yulin Deng Xiaoying Tang Xiaoqiong Li 69 32 0 01 Aug 2019
Safe Augmentation: Learning Task-Specific Transformations from Data Irynei Baran Orest Kupyn A. Kravchenko 18 2 0 30 Jul 2019
Improving Malaria Parasite Detection from Red Blood Cell using Deep Convolutional Neural Networks Aimon Rahman H. Zunair Mohammad Sohel Rahman Jesia Quader Yuki S. Biswas Md. Ashraful Alam N. Alam M. Mahdy 120 57 0 23 Jul 2019
The Effect of Visual Design in Image Classification N. Cohen T. Balch Manuela Veloso 20 4 0 22 Jul 2019
Data Augmentation for Instrument Classification Robust to Audio Effects António Ramires Xavier Serra 29 8 0 19 Jul 2019
Quick, Stat!: A Statistical Analysis of the Quick, Draw! Dataset Jennifer J. Gago J. Victores Ugo Pattacini C. Balaguer 42 10 0 15 Jul 2019
Void region segmentation in ball grid array using u-net approach and synthetic data Vijay Kumar Neeluru Vikas Ahuja 23 3 0 07 Jul 2019
Learning Data Augmentation Strategies for Object Detection Barret Zoph E. D. Cubuk Golnaz Ghiasi Nayeon Lee Jonathon Shlens Quoc V. Le 108 534 0 26 Jun 2019
Further advantages of data augmentation on convolutional neural networks Alex Hernández-García Peter König 70 108 0 26 Jun 2019
Image to Images Translation for Multi-Task Organ Segmentation and Bone Suppression in Chest X-Ray Radiography M. Eslami Solale Tabarestani Shadi Albarqouni Ehsan Adeli Nassir Navab M. Adjouadi MedIm 119 80 0 24 Jun 2019
SMILES-X: autonomous molecular compounds characterization for small datasets without descriptors G. Lambard Ekaterina Gracheva 71 21 0 20 Jun 2019
A Meta Approach to Defend Noisy Labels by the Manifold Regularizer PSDR Pengfei Chen B. Liao Guangyong Chen Shengyu Zhang NoLa 52 8 0 13 Jun 2019
Suppressing Model Overfitting for Image Super-Resolution Networks Ruicheng Feng Jinjin Gu Yu Qiao Chao Dong SupR 56 39 0 11 Jun 2019
Hierarchical Auxiliary Learning Jaehoon Cha Kyeong Soo Kim Sanghyuk Lee 31 4 0 03 Jun 2019
Towards Practical Indoor Positioning Based on Massive MIMO Systems Mark S. Widmaier Maximilian Arnold Sebastian Dörner Sebastian Cammerer S. Brink 52 27 0 28 May 2019
Implicit Rugosity Regularization via Data Augmentation Daniel LeJeune Randall Balestriero Hamid Javadi Richard G. Baraniuk 61 4 0 28 May 2019
Style transfer-based image synthesis as an efficient regularization technique in deep learning Agnieszka Mikołajczyk M. Grochowski OOD 112 23 0 27 May 2019
Style Transfer with Time Series: Generating Synthetic Financial Data B. Silva S. S. Shi OOD AI4TS 51 12 0 24 May 2019
EEG Classification by factoring in Sensor Configuration Lubna Shibly Mokatren R. Ansari Ahmet Enis Cetin Alex Leow H. Klumpp O. Ajilore Fatoş T. Yarman Vural 16 2 0 22 May 2019