A Comprehensive Survey of Image Augmentation Techniques for Deep Learning

3 May 2022

Papers citing "A Comprehensive Survey of Image Augmentation Techniques for Deep Learning"

50 / 77 papers shown

Title
When Dynamic Data Selection Meets Data Augmentation S. M. I. Simon X. Yang Peng Ye F. Shen Dongzhan Zhou 22 0 0 02 May 2025
Deep Learning Methods for Detecting Thermal Runaway Events in Battery Production Lines Athanasios Athanasopoulos Matúš Mihalák Marcin Pietrasik 29 0 0 11 Apr 2025
Dissimilar Batch Decompositions of Random Datasets Ghurumuruhan Ganesan 24 0 0 09 Apr 2025
Semantic segmentation of forest stands using deep learning Håkon Næss Sandum Hans Ole Ørka Oliver Tomic E. Næsset T. Gobakken 36 0 0 03 Apr 2025
From Easy to Hard: Building a Shortcut for Differentially Private Image Synthesis Kecen Li Chen Gong Xiaochen Li Yuzhong Zhao Xinwen Hou Tianhao Wang 28 1 0 02 Apr 2025
Data-free Knowledge Distillation with Diffusion Models Xiaohua Qi Renda Li Long Peng Q. Ling Jun Yu Ziyi Chen Peng Chang Mei Han Jing Xiao 44 0 0 01 Apr 2025
Narrowing Class-Wise Robustness Gaps in Adversarial Training Fatemeh Amerehi Patrick Healy 40 0 0 20 Mar 2025
ForAug: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation Tobias Christian Nauen Brian B. Moser Federico Raue Stanislav Frolov Andreas Dengel ViT 55 0 0 12 Mar 2025
Handling Uncertainty in Health Data using Generative Algorithms Mahdi Arab Loodaricheh Neh Majmudar A. Raja Ansaf Salleb-Aouissi 61 0 0 05 Mar 2025
A comparison of visual representations for real-world reinforcement learning in the context of vacuum gripping Nico Sutter Valentin N. Hartmann Stelian Coros OffRL 61 0 0 04 Mar 2025
Steganographic Embeddings as an Effective Data Augmentation Nicholas DiSalvo 57 0 0 24 Feb 2025
DejAIvu: Identifying and Explaining AI Art on the Web in Real-Time with Saliency Maps Jocelyn Dzuong 81 0 0 12 Feb 2025
Socially-Informed Reconstruction for Pedestrian Trajectory Forecasting Haleh Damirchi Ali Etemad Michael A. Greenspan 55 1 0 05 Dec 2024
BGM: Background Mixup for X-ray Prohibited Items Detection W. Liu R. Tao Hongguang Zhu Yunda Sun Yao Zhao Y. X. Wei 63 0 0 30 Nov 2024
Semantic Data Augmentation for Long-tailed Facial Expression Recognition Z. Li Yan Wang Bowen Guan JianKai Yin CVBM 91 1 0 26 Nov 2024
CIA: Controllable Image Augmentation Framework Based on Stable Diffusion Mohamed Benkedadra Dany Rimez Tiffanie Godelaine Natarajan Chidambaram Hamed Razavi Khosroshahi Horacio Tellez Matei Mancas Benoît Macq Sidi Ahmed Mahmoudi DiffM 64 0 0 25 Nov 2024
Isometric Transformations for Image Augmentation in Mueller Matrix Polarimetry Christopher Hahne Omar Rodriguez-Nunez Éléa Gros Théotim Lucas Ekkehard Hewer Tatiana Novikova Theoni Maragkou Philippe Schucht Richard McKinley 25 0 0 12 Nov 2024
Generative AI-based Pipeline Architecture for Increasing Training Efficiency in Intelligent Weed Control Systems Sourav Modak Anthony Stein 27 2 0 01 Nov 2024
Cityscape-Adverse: Benchmarking Robustness of Semantic Segmentation with Realistic Scene Modifications via Diffusion-Based Image Editing Naufal Suryanto Andro Aprila Adiputra Ahmada Yusril Kadiptya Thi-Thu-Huong Le Derry Pratama Yongsu Kim Howon Kim DiffM 37 0 0 01 Nov 2024
Relaxed Equivariance via Multitask Learning Ahmed A. A. Elhag T. Konstantin Rusch Francesco Di Giovanni Michael Bronstein 42 2 0 23 Oct 2024
FairDgcl: Fairness-aware Recommendation with Dynamic Graph Contrastive Learning Wei Chen Meng Yuan Zhao Zhang Ruobing Xie Fuzhen Zhuang Deqing Wang Rui Liu 16 0 0 23 Oct 2024
Adaptive Label Smoothing for Out-of-Distribution Detection Mingle Xu Jaehwan Lee Sook Yoon D. Park OODD 22 2 0 08 Oct 2024
Deep-Wide Learning Assistance for Insect Pest Classification Toan Nguyen Huy Nguyen Huy Ung Hieu T. Ung Binh T. Nguyen 19 0 0 16 Sep 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 41 3 0 30 Aug 2024
S3Simulator: A benchmarking Side Scan Sonar Simulator dataset for Underwater Image Analysis Kamal Basha S Athira Nambiar 23 1 0 23 Aug 2024
Diverse Generation while Maintaining Semantic Coordination: A Diffusion-Based Data Augmentation Method for Object Detection Sen Nie Zhuo Wang Xinxin Wang Kun He DiffM 58 0 0 06 Aug 2024
Label Augmentation for Neural Networks Robustness Fatemeh Amerehi Patrick Healy AAML 24 1 0 04 Aug 2024
Synthetic Image Learning: Preserving Performance and Preventing Membership Inference Attacks Eugenio Lomurno Matteo Matteucci MedIm 23 3 0 22 Jul 2024
Scaling Manipulation Learning with Visual Kinematic Chain Prediction Xinyu Zhang Yuhan Liu Haonan Chang Abdeslam Boularias 44 1 0 12 Jun 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping-Chia Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 47 36 0 26 May 2024
MetaEarth: A Generative Foundation Model for Global-Scale Remote Sensing Image Generation Zhiping Yu Chenyang Liu Liqin Liu Z. Shi Zhengxia Zou VGen 21 11 0 22 May 2024
AdaAugment: A Tuning-Free and Adaptive Approach to Enhance Data Augmentation Suorong Yang Peijia Li Xin Xiong Shen Furao Jian Zhao 24 1 0 19 May 2024
3D Shape Augmentation with Content-Aware Shape Resizing Mingxiang Chen Jian Zhang Bo Zhou Yang Song 3DPC 29 0 0 15 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 33 3 0 14 May 2024
How to Augment for Atmospheric Turbulence Effects on Thermal Adapted Object Detection Models? Engin Uzun Erdem Akagündüz 19 0 0 10 May 2024
STAT: Towards Generalizable Temporal Action Localization Yangcen Liu Ziyi Liu Yuanhao Zhai Wen Li David Doerman Junsong Yuan 29 2 0 20 Apr 2024
ObjBlur: A Curriculum Learning Approach With Progressive Object-Level Blurring for Improved Layout-to-Image Generation Stanislav Frolov Brian B. Moser Sebastián M. Palacio Andreas Dengel DiffM 16 0 0 11 Apr 2024
Evaluating the Efficacy of Cut-and-Paste Data Augmentation in Semantic Segmentation for Satellite Imagery I. M. Motoi Leonardo Saraceni Daniele Nardi Thomas Alessandro Ciarfuglia 23 1 0 08 Apr 2024
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods A. Mumuni F. Mumuni 57 4 0 13 Mar 2024
VisRec: A Semi-Supervised Approach to Radio Interferometric Data Reconstruction Ruoqing Wang Haitao Wang Qiong Luo Feng Wang Hejun Wu 13 0 0 01 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 43 35 0 29 Feb 2024
Domain Adaptable Fine-Tune Distillation Framework For Advancing Farm Surveillance Raza Imam Muhammad Huzaifa Nabil Mansour Shaher Bano Mirza Fouad Lamghari 20 0 0 10 Feb 2024
Boosting Adversarial Transferability across Model Genus by Deformation-Constrained Warping Qinliang Lin Cheng Luo Zenghao Niu Xilin He Weicheng Xie Yuanbo Hou Linlin Shen Siyang Song AAML 31 12 0 06 Feb 2024
A Survey on Robotics with Foundation Models: toward Embodied AI Zhiyuan Xu Kun Wu Junjie Wen Jinming Li Ning Liu Zhengping Che Jian Tang AI4CE LRM LM&Ro 18 24 0 04 Feb 2024
Understanding the Detrimental Class-level Effects of Data Augmentation Polina Kirichenko Mark Ibrahim Randall Balestriero Diane Bouchacourt Ramakrishna Vedantam Hamed Firooz Andrew Gordon Wilson 35 12 0 07 Dec 2023
Multilevel Saliency-Guided Self-Supervised Learning for Image Anomaly Detection Jianjian Qin Chunzhi Gu Junzhou Yu Chao Zhang 25 1 0 30 Nov 2023
On the Importance of Large Objects in CNN Based Object Detection Algorithms Ahmed Ben Saad Gabriele Facciolo Axel Davy ObjD 19 2 0 20 Nov 2023
STEM Rebalance: A Novel Approach for Tackling Imbalanced Datasets using SMOTE, Edited Nearest Neighbour, and Mixup Yumnah Hasan Fatemeh Amerehi Patrick Healy Conor Ryan 12 4 0 13 Nov 2023
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge G. Holste Yiliang Zhou Song Wang Ajay Jaiswal Mingquan Lin ... Zhiyong Lu Ronald M. Summers George Shih Zhangyang Wang Yifan Peng 18 13 0 24 Oct 2023
TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining Qing Zong Zhaowei Wang Baixuan Xu Tianshi Zheng Haochen Shi Weiqi Wang Yangqiu Song Ginny Y. Wong Simon See 13 4 0 08 Oct 2023