Understanding data augmentation for classification: when to warp?

28 September 2016

Papers citing "Understanding data augmentation for classification: when to warp?"

40 / 40 papers shown

Title
$Color-$S^{4}L$: Self-supervised Semi-supervised Learning with Image Colorization$ Color- $S^{4}L$ : Self-supervised Semi-supervised Learning with Image Colorization Hanxiao Chen SSL VLM 14 2 0 08 Jan 2024
Enhancing Face Recognition with Latent Space Data Augmentation and Facial Posture Reconstruction Soroush Hashemifar Abdolreza Marefat Javad Hassannataj Joloudari H. Hassanpour CVBM 31 11 0 27 Jan 2023
CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing Industry Steven Moonen Bram Vanherle Joris de Hoog T. Bourgana A. Bey-Temsamani Nick Michiels 19 14 0 25 Nov 2022
A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning Guozheng Ma Zhen Wang Zhecheng Yuan Xueqian Wang Bo Yuan Dacheng Tao OffRL 35 26 0 10 Oct 2022
Deep Cross-Modality and Resolution Graph Integration for Universal Brain Connectivity Mapping and Augmentation Ece Cinar Sinem Elif Haseki Alaa Bessadok I. Rekik 21 2 0 13 Sep 2022
Synthetic Data -- what, why and how? James Jordon Lukasz Szpruch F. Houssiau M. Bottarelli Giovanni Cherubin Carsten Maple Samuel N. Cohen Adrian Weller 40 109 0 06 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 24 397 0 03 May 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 21 38 0 10 Apr 2022
Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization Xiaojun Xu Jacky Y. Zhang Evelyn Ma Danny Son Oluwasanmi Koyejo Bo-wen Li 20 10 0 03 Feb 2022
Invariance encoding in sliced-Wasserstein space for image classification with limited training data M. Shifat-E.-Rabbi Yan Zhuang Shiying Li A. Rubaiyat Xuwang Yin Gustavo K. Rohde 22 9 0 09 Jan 2022
Data Augmentation for Depression Detection Using Skeleton-Based Gait Information Jingjing Yang Hai Lu Chengming Li Xiping Hu Bin Hu CVBM 40 13 0 04 Jan 2022
Solving the Class Imbalance Problem Using a Counterfactual Method for Data Augmentation M. Temraz Markt. Keane 21 42 0 05 Nov 2021
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization Chujie Zheng Kunpeng Zhang Harry J. Wang Ling Fan Zhe Wang 25 6 0 26 Aug 2021
Influence-guided Data Augmentation for Neural Tensor Completion Sejoon Oh Sungchul Kim Ryan A. Rossi Srijan Kumar 22 10 0 23 Aug 2021
How to avoid machine learning pitfalls: a guide for academic researchers M. Lones VLM FaML OnRL 62 77 0 05 Aug 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
Meta-learning for skin cancer detection using Deep Learning Techniques S. García 24 8 0 21 Apr 2021
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
Industrial object, machine part and defect recognition towards fully automated industrial monitoring employing deep learning. The case of multilevel VGG19 Ioannis D. Apostolopoulos Mpesiana A. Tzani 22 30 0 23 Nov 2020
Predicting Hydroxyl Mediated Nucleophilic Degradation and Molecular Stability of RNA Sequences through the Application of Deep Learning Methods Ankita Singhal 12 4 0 09 Nov 2020
Introducing and Applying Newtonian Blurring: An Augmented Dataset of 126,000 Human Connectomes at braingraph.org L. Keresztes Evelin Szögi Bálint Varga V. Grolmusz 12 4 0 19 Oct 2020
Scenic: A Language for Scenario Specification and Data Generation Daniel J. Fremont Edward J. Kim T. Dreossi Shromona Ghosh Xiangyu Yue Alberto L. Sangiovanni-Vincentelli S. Seshia 27 97 0 13 Oct 2020
Complex Wavelet SSIM based Image Data Augmentation Ritin Raveendran A. Singh M. RajeshKumar 15 1 0 11 Jul 2020
On Data Augmentation for GAN Training Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Trung-Kien Nguyen Ngai-man Cheung MedIm 18 35 0 09 Jun 2020
SSM-Net for Plants Disease Identification in Low Data Regime Shruti Jadon 20 21 0 27 May 2020
Do CNNs Encode Data Augmentations? Eddie Q. Yan Yanping Huang OOD 13 5 0 29 Feb 2020
TDEFSI: Theory Guided Deep Learning Based Epidemic Forecasting with Synthetic Information Lijing Wang Jiangzhuo Chen Madhav Marathe AI4TS 25 19 0 28 Jan 2020
LS-Net: Fast Single-Shot Line-Segment Detector Van Nhan Nguyen Robert Jenssen D. Roverso 16 51 0 19 Dec 2019
Unsupervised Image Translation using Adversarial Networks for Improved Plant Disease Recognition H. Nazki Sook Yoon A. Fuentes D. Park GAN MedIm 21 152 0 26 Sep 2019
FoodTracker: A Real-time Food Detection Mobile Application by Deep Convolutional Neural Networks Jianing Sun K. Radecka Z. Zilic HAI 19 19 0 13 Sep 2019
Survey on Deep Neural Networks in Speech and Vision Systems M. Alam Manar D. Samad Lasitha Vidyaratne Alexander M. Glandon Khan M. Iftekharuddin 3DV VLM AI4TS 34 205 0 16 Aug 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao X. Chu 20 1,419 0 02 Aug 2019
Assessing Post Deletion in Sina Weibo: Multi-modal Classification of Hot Topics Meisam Navaki Arefi Rajkumar Pandi Michael Carl Tschantz Jedidiah R. Crandall King-wa Fu Dahlia Qiu Shi Miao Sha 18 8 0 26 Jun 2019
Exploiting Synthetically Generated Data with Semi-Supervised Learning for Small and Imbalanced Datasets Maria Perez-Ortiz Peter Tiño Rafał K. Mantiuk C. Hervás‐Martínez 21 16 0 24 Mar 2019
Detecting cities in aerial night-time images by learning structural invariants using single reference augmentation P. Sadler 3DPC 12 1 0 19 Oct 2018
Scenic: A Language for Scenario Specification and Scene Generation Daniel J. Fremont T. Dreossi Shromona Ghosh Xiangyu Yue Alberto L. Sangiovanni-Vincentelli S. Seshia 36 245 0 25 Sep 2018
Using Machine Learning Safely in Automotive Software: An Assessment and Adaption of Software Process Requirements in ISO 26262 Rick Salay Krzysztof Czarnecki 19 69 0 05 Aug 2018
DIY Human Action Data Set Generation Mehran Khodabandeh Hamid Reza Vaezi Joze Ilya Zharkov V. Pradeep 21 11 0 29 Mar 2018
Hydra: an Ensemble of Convolutional Neural Networks for Geospatial Land Classification Rodrigo Minetto Maurício Pamplona Segundo Sudeep Sarkar 28 132 0 10 Feb 2018
A Review on Deep Learning Techniques Applied to Semantic Segmentation Alberto Garcia-Garcia Sergio Orts Sergiu Oprea Victor Villena-Martinez Jose Garcia-Rodriguez 3DV SSeg 34 1,267 0 22 Apr 2017