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 / 211 papers shown

Title
The Devil is in the GAN: Backdoor Attacks and Defenses in Deep Generative Models Ambrish Rawat Killian Levacher M. Sinn AAML 30 11 0 03 Aug 2021
LARGE: Latent-Based Regression through GAN Semantics Yotam Nitzan Rinon Gal Ofir Brenner Daniel Cohen-Or GAN 29 26 0 22 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 21 164 0 29 Jun 2021
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 19 9 0 25 Jun 2021
Jitter: Random Jittering Loss Function Zhicheng Cai Chenglei Peng S. Du 21 3 0 25 Jun 2021
Effective Evaluation of Deep Active Learning on Image Classification Tasks Nathan Beck D. Sivasubramanian Apurva Dani Ganesh Ramakrishnan Rishabh K. Iyer VLM 20 38 0 16 Jun 2021
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 27 29 0 10 Jun 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 18 9 0 09 Jun 2021
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 13 25 0 31 May 2021
The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through Federated Data-Augmented Radio Fingerprinting Mauro Piva G. Maselli Francesco Restuccia 29 21 0 08 May 2021
More Than Meets The Eye: Semi-supervised Learning Under Non-IID Data Saul Calderon-Ramirez Luis Oala 27 5 0 20 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 22 220 0 15 Apr 2021
RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters Daniel Weber C. Gühmann Thomas Seel 20 35 0 15 Apr 2021
Fast Jacobian-Vector Product for Deep Networks Randall Balestriero Richard Baraniuk 31 4 0 01 Apr 2021
Data Augmentation in a Hybrid Approach for Aspect-Based Sentiment Analysis Tomas Liesting Flavius Frasincar Maria Mihaela Truşcǎ 21 30 0 29 Mar 2021
EmgAuth: Unlocking Smartphones with EMG Signals Boyu Fan Xiang Su Jian Niu Pan Hui 27 7 0 21 Mar 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 35 56 0 19 Feb 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 13 79 0 08 Jan 2021
Deep Evolutionary Learning for Molecular Design Yifeng Li H. K. Ooi A. Tchagang 27 14 0 28 Dec 2020
Color Channel Perturbation Attacks for Fooling Convolutional Neural Networks and A Defense Against Such Attacks Jayendra Kantipudi S. Dubey Soumendu Chakraborty AAML 44 19 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 18 137 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 27 4 0 02 Dec 2020
DeepNAG: Deep Non-Adversarial Gesture Generation M. Maghoumi E. Taranta J. Laviola 37 21 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 26 50 0 11 Nov 2020
An Analysis of Simple Data Augmentation for Named Entity Recognition Xiang Dai Heike Adel 35 194 0 22 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 28 64 0 14 Oct 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? Shayne Longpre Yu Wang Christopher DuBois ViT 19 83 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 23 66 0 03 Oct 2020
3D-Aided Data Augmentation for Robust Face Understanding Yifan Xing Yuanjun Xiong Wei Xia CVBM 24 1 0 03 Oct 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 17 12 0 24 Sep 2020
GraphCrop: Subgraph Cropping for Graph Classification Yiwei Wang Wei Wang Keli Zhang Yujun Cai Bryan Hooi 25 57 0 22 Sep 2020
Automatic detection of microsleep episodes with deep learning A. Malafeev Anneke Hertig-Godeschalk David R. Schreier J. Skorucak J. Mathis P. Achermann 21 15 0 07 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 21 24 0 26 Aug 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 8 4 0 17 Jul 2020
Counterfactual Data Augmentation using Locally Factored Dynamics Silviu Pitis Elliot Creager Animesh Garg BDL OffRL 26 85 0 06 Jul 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 23 18 0 17 Jun 2020
Deep Learning based Segmentation of Fish in Noisy Forward Looking MBES Images J. H. Christensen L. V. Mogensen Ole Ravn 15 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 33 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 24 10 0 13 Jun 2020
GAN Memory with No Forgetting Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin CLL 13 117 0 13 Jun 2020
Data Augmentation for Graph Neural Networks Tong Zhao Yozen Liu Leonardo Neves Oliver J. Woodford Meng Jiang Neil Shah GNN 30 407 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 14 349 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 18 36 0 09 Jun 2020
Towards Feature-free TSP Solver Selection: A Deep Learning Approach Kangfei Zhao Shengcai Liu Yu Rong Jianwei Yu 15 2 0 01 Jun 2020
COVID-Net S: Towards computer-aided severity assessment via training and validation of deep neural networks for geographic extent and opacity extent scoring of chest X-rays for SARS-CoV-2 lung disease severity A. Wong Z. Q. Lin Linda Wang A. Chung B. Shen A. Abbasi M. Hoshmand-Kochi T. Duong 14 35 0 26 May 2020
Polarimetric image augmentation Marc Blanchon Olivier Morel F. Mériaudeau R. Seulin Désiré Sidibé 6 5 0 22 May 2020
Automated Copper Alloy Grain Size Evaluation Using a Deep-learning CNN George S. Baggs P. Guerrier A. Loeb Jason C. Jones 28 9 0 20 May 2020
FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations M. Rey-Area Emilio Guirado Siham Tabik Javier Ruiz-Hidalgo 27 12 0 17 May 2020
A survey on modern trainable activation functions Andrea Apicella Francesco Donnarumma Francesco Isgrò R. Prevete 36 366 0 02 May 2020
Syntactic Data Augmentation Increases Robustness to Inference Heuristics Junghyun Min R. Thomas McCoy Dipanjan Das Emily Pitler Tal Linzen 30 175 0 24 Apr 2020