Image Data Augmentation for Deep Learning: A Survey

Image Data Augmentation for Deep Learning: A Survey

19 April 2022

Suorong Yang

Mengcheng Zhang

Jian Zhao

Papers citing "Image Data Augmentation for Deep Learning: A Survey"

17 / 17 papers shown

Title
When Dynamic Data Selection Meets Data Augmentation Steve Yang Peng Ye Furao Shen Dongzhan Zhou 29 0 0 02 May 2025
Remote Sensing Imagery for Flood Detection: Exploration of Augmentation Strategies Vladyslav Polushko Damjan Hatic Ronald Rösch Thomas Marz M. Rauhut Andreas Weinmann 36 0 0 28 Apr 2025
Contrastive Visual Data Augmentation Yu Zhou B. Li Mohan Tang Xiaomeng Jin Te-Lin Wu Kuan-Hao Huang Heng Ji Kai-Wei Chang Nanyun Peng 59 0 0 24 Feb 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 87 3 0 17 Jan 2025
EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification Suorong Yang Furao Shen Jian Zhao AAML 37 1 0 10 Sep 2024
Colorful Cutout: Enhancing Image Data Augmentation with Curriculum Learning Juhwan Choi Youngbin Kim 38 1 0 29 Mar 2024
NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly Generation Hao Dong Gaëtan Frusque Yue Zhao Eleni Chatzi Olga Fink AAML 35 5 0 20 Nov 2023
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Haotian Li Lingzhi Wang Yuliang Wei Richard Y. D. Xu Bailing Wang Bailing Wang 53 2 0 26 Sep 2023
fAIlureNotes: Supporting Designers in Understanding the Limits of AI Models for Computer Vision Tasks Steven Moore Q. V. Liao Hariharan Subramonyam 19 27 0 22 Feb 2023
Semantic-Guided Generative Image Augmentation Method with Diffusion Models for Image Classification Bohan Li Xiao Xu Xinghao Wang Yutai Hou Yunlong Feng Feng Wang Xuanliang Zhang Qingfu Zhu Wanxiang Che DiffM VLM 23 10 0 04 Feb 2023
A Machine Learning Enhanced Approach for Automated Sunquake Detection in Acoustic Emission Maps Vanessa Mercea A. Paraschiv D. Lacatus A. Marginean D. Besliu-Ionescu 20 4 0 13 Dec 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 44 46 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 38 26 0 10 Oct 2022
Efficient Neural Net Approaches in Metal Casting Defect Detection Rohit Lal B. Bolla Sabeesh Ethiraj PINN MedIm AI4CE 16 16 0 08 Aug 2022
Natural Language Processing Advancements By Deep Learning: A Survey A. Torfi Rouzbeh A. Shirvani Yaser Keneshloo Nader Tavvaf Edward A. Fox AI4CE VLM 83 215 0 02 Mar 2020
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,455 0 21 Nov 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,217 0 01 Sep 2014