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
Learning from Noise: Enhancing DNNs for Event-Based Vision through Controlled Noise Injection M. Kowalczyk K. Jeziorek T. Kryjak 67 0 0 04 Jun 2025
G4Seg: Generation for Inexact Segmentation Refinement with Diffusion Models Tianjiao Zhang Fei Zhang Jiangchao Yao Ya Zhang Yanfeng Wang DiffM 95 1 0 02 Jun 2025
Robust Invariant Representation Learning by Distribution Extrapolation Kotaro Yoshida Konstantinos Slavakis OOD 84 0 0 22 May 2025
Equally Critical: Samples, Targets, and Their Mappings in Datasets Runkang Yang Peng Sun Xinyi Shang Yi Tang Tao R. Lin 24 0 0 17 May 2025
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results Meritxell Riera-Marin S. Ko Julia Rodriguez-Comas Matthias Stefan May Zhaohong Pan ... Anton Aubanell Andreu Antolin Javier Garcia-Lopez M. A. G. Ballester Adrian Galdran UQCV 94 0 0 13 May 2025
A Large-scale Benchmark on Geological Fault Delineation Models: Domain Shift, Training Dynamics, Generalizability, Evaluation and Inferential Behavior Jorge Quesada Chen Zhou Prithwijit Chowdhury Mohammad Alotaibi Ahmad Mustafa Yusufjon Kumamnov Mohit Prabhushankar Ghassan AlRegib AI4CE 72 0 0 13 May 2025
Batch Augmentation with Unimodal Fine-tuning for Multimodal Learning H. M. D. Kabir S. Mondal Mohammad Ali Moni 37 0 0 10 May 2025
Scalable Aerial GNSS Localization for Marine Robots Shuo Wen Edwin Meriaux Mariana Sosa Guzmán Charlotte Morissette Chloe Si Bobak H. Baghi Gregory Dudek 70 0 0 07 May 2025
Is AI currently capable of identifying wild oysters? A comparison of human annotators against the AI model, ODYSSEE Brendan Campbell Alan Williams Kleio Baxevani Alyssa Campbell Rushabh Dhoke ... Arjun Suresh Alhim Vera Arthur Trembanis Herbert G. Tanner Edward Hale 142 0 0 06 May 2025
Local Herb Identification Using Transfer Learning: A CNN-Powered Mobile Application for Nepalese Flora Prajwal Thapa Mridul Sharma Jinu Nyachhyon Yagya Raj Pandeya 52 0 0 04 May 2025
A Multimodal Hybrid Late-Cascade Fusion Network for Enhanced 3D Object Detection Carlo Sgaravatti Roberto Basla Riccardo Pieroni Matteo Corno S. Savaresi Luca Magri Giacomo Boracchi 3DPC 98 0 0 25 Apr 2025
Enhancing Image Classification with Augmentation: Data Augmentation Techniques for Improved Image Classification Saorj Kumar Prince Asiamah Oluwatoyin Jolaoso Ugochukwu Esiowu 76 0 0 25 Feb 2025
Steganographic Embeddings as an Effective Data Augmentation Nicholas DiSalvo 117 0 0 24 Feb 2025
Image compositing is all you need for data augmentation Ang Jia Ning Shermaine Michalis Lazarou Tania Stathaki 164 2 0 20 Feb 2025
Slim multi-scale convolutional autoencoder-based reduced-order models for interpretable features of a complex dynamical system P. Teutsch Philipp Pfeffer Mohammad Sharifi Ghazijahani Christian Cierpka J. Schumacher Patrick Mäder AI4CE 65 0 0 06 Jan 2025
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 153 3 0 03 Jan 2025
Tazza: Shuffling Neural Network Parameters for Secure and Private Federated Learning Kichang Lee Jaeho Jin JaeYeon Park Jeonggil Ko JeongGil Ko FedML 163 0 0 10 Dec 2024
Accurate early detection of Parkinson's disease from SPECT imaging through Convolutional Neural Networks R. Prashanth MedIm 81 0 0 06 Dec 2024
DiffuPT: Class Imbalance Mitigation for Glaucoma Detection via Diffusion Based Generation and Model Pretraining Youssof Nawar Nouran Soliman Moustafa Wassel Mohamed ElHabebe Noha Adly Marwan Torki Ahmed Elmassry Islam Ahmed MedIm 118 0 0 04 Dec 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 99 0 0 12 Nov 2024
Analysis of Classifier Training on Synthetic Data for Cross-Domain Datasets Andoni Cortés Clemente Rodríguez G. Velez Javier Barandiarán Marcos Nieto 92 13 0 30 Oct 2024
Relaxed Equivariance via Multitask Learning Ahmed A. A. Elhag T. Konstantin Rusch Francesco Di Giovanni Michael Bronstein 118 3 0 23 Oct 2024
AugInsert: Learning Robust Visual-Force Policies via Data Augmentation for Object Assembly Tasks Ryan Diaz Adam Imdieke Vivek Veeriah Karthik Desingh 85 0 0 19 Oct 2024
Prediction of Cardiovascular Risk Factors from Retinal Fundus Images using CNNs Andrea Prenner 26 1 0 15 Oct 2024
Role of Delay in Brain Dynamics Yuval Meir Ofek Tevet Yarden Tzach Shiri Hodassman Ido Kanter AI4CE 55 2 0 15 Oct 2024
A Target-Aware Analysis of Data Augmentation for Hate Speech Detection Camilla Casula Sara Tonelli 54 1 0 10 Oct 2024
Taming the Tail: Leveraging Asymmetric Loss and Pade Approximation to Overcome Medical Image Long-Tailed Class Imbalance Pankhi Kashyap Pavni Tandon Sunny Gupta Abhishek Tiwari Ritwik Kulkarni Kshitij Sharad Jadhav 80 1 0 05 Oct 2024
Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data Sreyan Ghosh Sonal Kumar Zhifeng Kong Rafael Valle Bryan Catanzaro Dinesh Manocha DiffM 129 3 0 02 Oct 2024
Pseudo-Non-Linear Data Augmentation via Energy Minimization Pingbang Hu Mahito Sugiyama 52 0 0 01 Oct 2024
Reducing and Exploiting Data Augmentation Noise through Meta Reweighting Contrastive Learning for Text Classification Guanyi Mou Yichuan Li Kyumin Lee 110 3 0 26 Sep 2024
Development and Application of a Sentinel-2 Satellite Imagery Dataset for Deep-Learning Driven Forest Wildfire Detection Valeria Martin K. Brent Venable Derek Morgan 26 0 0 24 Sep 2024
Unleashing the Potential of Synthetic Images: A Study on Histopathology Image Classification Leire Benito-Del-Valle Aitor Alvarez-Gila Itziar Eguskiza C. L. Saratxaga DiffM MedIm 70 0 0 24 Sep 2024
Test-Time Augmentation Meets Variational Bayes Masanari Kimura Howard Bondell OOD BDL TDI 47 2 0 19 Sep 2024
Enhancing Printed Circuit Board Defect Detection through Ensemble Learning Ka Nam Canaan Law Mingshuo Yu Lianglei Zhang Yiyi Zhang Peng Xu Jerry Gao Jun Liu 75 0 0 14 Sep 2024
A Quantitative Approach for Evaluating Disease Focus and Interpretability of Deep Learning Models for Alzheimer's Disease Classification Thomas Yu Chow Tam Litian Liang Ke Chen Haohan Wang Wei Wu 33 2 0 07 Sep 2024
Semantically Controllable Augmentations for Generalizable Robot Learning Zoey Chen Zhao Mandi Homanga Bharadhwaj Mohit Sharma Shuran Song Abhishek Gupta Vikash Kumar LM&Ro 105 7 0 02 Sep 2024
DIAGen: Semantically Diverse Image Augmentation with Generative Models for Few-Shot Learning Tobias Lingenberg Markus Reuter Gopika Sudhakaran Dominik Gojny Stefan Roth Simone Schaub-Meyer DiffM 114 3 0 26 Aug 2024
Interpretable breast cancer classification using CNNs on mammographic images Ann-Kristin Balve Peter Hendrix 27 2 0 23 Aug 2024
ST-SACLF: Style Transfer Informed Self-Attention Classifier for Bias-Aware Painting Classification Mridula Vijendran Frederick W. B. Li Jingjing Deng Hubert P. H. Shum 92 0 0 03 Aug 2024
Improving Domain Adaptation Through Class Aware Frequency Transformation Vikash Kumar Himanshu Patil Rohit Lal Anirban Chakraborty 68 6 0 28 Jul 2024
URCDM: Ultra-Resolution Image Synthesis in Histopathology Sarah Cechnicka James G. C. Ball Matthew Baugh Hadrien Reynaud Naomi Simmonds A. Smith Catherine Horsfield C. Roufosse Bernhard Kainz MedIm 79 1 0 18 Jul 2024
An evaluation of CNN models and data augmentation techniques in hierarchical localization of mobile robots J. Cabrera Orlando José Céspedes Sergio Cebollada Ó. Reinoso L. Payá 60 1 0 15 Jul 2024
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition Fei-Yu Guo YiKang Wang Han Qi Li Zhu Jing Sun 113 2 0 08 Jul 2024
Effective-LDAM: An Effective Loss Function To Mitigate Data Imbalance for Robust Chest X-Ray Disease Classification S. SreeRamaVamsidhar Bhargava Satya Rama Krishna Sai Subrahmanyam Gorthi 49 1 0 06 Jul 2024
Understanding the Role of Invariance in Transfer Learning Till Speicher Vedant Nanda Krishna P. Gummadi SSL OOD 85 1 0 05 Jul 2024
Advanced Smart City Monitoring: Real-Time Identification of Indian Citizen Attributes Shubham Kale Shashank Sharma Abhilash Khuntia 27 0 0 03 Jul 2024
The Impact of an XAI-Augmented Approach on Binary Classification with Scarce Data Ximing Wen Rosina O. Weber Anik Sen Darryl Hannan Steven C. Nesbit ... Michael J. Morris J. Hunninghake Nicholas E. Villalobos Edward J. Kim Christopher J. MacLellan 56 2 0 01 Jul 2024
Efficient Cutting Tool Wear Segmentation Based on Segment Anything Model Zongshuo Li Ding Huo M. Meurer Thomas Bergs 62 0 0 01 Jul 2024
Class-specific Data Augmentation for Plant Stress Classification Nasla Saleem Aditya Balu Talukder Zaki Jubery Arti Singh Asheesh Kumar Singh Soumik Sarkar Baskar Ganapathysubramanian 64 1 0 18 Jun 2024
Strategies for Pretraining Neural Operators Anthony Zhou Cooper Lorsung AmirPouya Hemmasian Amir Barati Farimani AI4CE 94 6 0 12 Jun 2024