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 / 209 papers shown

Title
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 39 0 0 13 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 46 0 0 13 May 2025
Batch Augmentation with Unimodal Fine-tuning for Multimodal Learning H. M. D. Kabir S. Mondal Mohammad Ali Moni 31 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 39 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 62 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 32 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 49 0 0 25 Apr 2025
Hyperparameter Importance Analysis for Multi-Objective AutoML Daphne Theodorakopoulos Frederic Stahl Marius Lindauer 87 3 0 03 Jan 2025
Analysis of Classifier Training on Synthetic Data for Cross-Domain Datasets Andoni Cortés Clemente Rodríguez G. Velez Javier Barandiarán Marcos Nieto 43 13 0 30 Oct 2024
Relaxed Equivariance via Multitask Learning Ahmed A. A. Elhag T. Konstantin Rusch Francesco Di Giovanni Michael Bronstein 55 2 0 23 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 49 2 0 02 Oct 2024
Reducing and Exploiting Data Augmentation Noise through Meta Reweighting Contrastive Learning for Text Classification Guanyi Mou Yichuan Li Kyumin Lee 36 3 0 26 Sep 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 56 0 0 03 Aug 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 31 1 0 18 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 25 1 0 06 Jul 2024
Strategies for Pretraining Neural Operators Anthony Zhou Cooper Lorsung AmirPouya Hemmasian Amir Barati Farimani AI4CE 43 6 0 12 Jun 2024
Data Augmentation in Earth Observation: A Diffusion Model Approach Tiago Sousa B. Ries N. Guelfi DiffM 47 2 0 10 Jun 2024
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN) Aditya Raj Verma Gagandeep Singh Karnim Meghwal Banawath Ramji P. Dadheech 36 5 0 06 Jun 2024
Dynamically enhanced static handwriting representation for Parkinson's disease detection Moisés Díaz M. A. Ferrer-Ballester D. Impedovo G. Pirlo G. Vessio 23 86 0 22 May 2024
Understanding Test-Time Augmentation Masanari Kimura ViT 24 29 0 10 Feb 2024
Learning Universal Predictors Jordi Grau-Moya Tim Genewein Marcus Hutter Laurent Orseau Grégoire Delétang ... Anian Ruoss Wenliang Kevin Li Christopher Mattern Matthew Aitchison J. Veness 29 12 0 26 Jan 2024
Closing the Gap between TD Learning and Supervised Learning -- A Generalisation Point of View Raj Ghugare Matthieu Geist Glen Berseth Benjamin Eysenbach OffRL 35 14 0 20 Jan 2024
Portuguese FAQ for Financial Services Paulo Finardi Wanderley M. Melo Edgard D. Medeiros Neto Alex F. Mansano Pablo B. Costa Vinicius Fernandes Caridá 42 0 0 19 Nov 2023
Tailoring Mixup to Data for Calibration Quentin Bouniot Pavlo Mozharovskyi Florence dÁlché-Buc 61 1 0 02 Nov 2023
Pre-training on Synthetic Driving Data for Trajectory Prediction Yiheng Li Seth Z. Zhao Chenfeng Xu Chen Tang Chenran Li Mingyu Ding Masayoshi Tomizuka Wei Zhan 45 11 0 18 Sep 2023
Self-supervised Monocular Depth Estimation: Let's Talk About The Weather Kieran Saunders George Vogiatzis Luis J. Manso MDE 46 33 0 17 Jul 2023
Exploiting Counter-Examples for Active Learning with Partial labels Fei Zhang Yunjie Ye Lei Feng Zhongwen Rao Jieming Zhu Marcus Kalander Chen Gong Jianye Hao Bo Han 33 0 0 14 Jul 2023
On Counterfactual Data Augmentation Under Confounding Abbavaram Gowtham Reddy Saketh Bachu Saloni Dash Charchit Sharma Amit Sharma V. Balasubramanian CML BDL 33 0 0 29 May 2023
Morphological Classification of Galaxies Using SpinalNet Dim Shaiakhmetov R. R. Mekuria Ruslan Isaev Fatma Unsal 3DH 30 1 0 03 May 2023
Application of attention-based Siamese composite neural network in medical image recognition Zihao Huang Yue Wang Weixing Xin Xing Lin Huizhen Li Haowen Chen Yizhen Lao Xia Chen 19 0 0 19 Apr 2023
ForamViT-GAN: Exploring New Paradigms in Deep Learning for Micropaleontological Image Analysis Ivan Ferreira-Chacua A. Koeshidayatullah 41 2 0 09 Apr 2023
Context Normalization Layer with Applications Bilal Faye M. Dilmi Hanene Azzag M. Lebbah D. Bouchaffra 23 0 0 14 Mar 2023
Augmenting Medical Imaging: A Comprehensive Catalogue of 65 Techniques for Enhanced Data Analysis M. Cossio 8 13 0 02 Mar 2023
SurvivalGAN: Generating Time-to-Event Data for Survival Analysis Alexander Norcliffe B. Cebere F. Imrie Pietro Lio M. Schaar SyDa 44 14 0 24 Feb 2023
Defect Transfer GAN: Diverse Defect Synthesis for Data Augmentation Ruyu Wang Sabrina Hoppe Eduardo Monari Marco F. Huber 30 17 0 16 Feb 2023
Effective Data Augmentation With Diffusion Models Brandon Trabucco Kyle Doherty Max Gurinas Ruslan Salakhutdinov VLM DiffM 34 232 0 07 Feb 2023
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
Anatomy-aware and acquisition-agnostic joint registration with SynthMorph Malte Hoffmann Andrew Hoopes Douglas N. Greve Bruce Fischl Adrian Dalca MedIm 49 16 0 26 Jan 2023
CADA-GAN: Context-Aware GAN with Data Augmentation Sofie Daniels Jiugeng Sun Jiaqing Xie 30 0 0 21 Jan 2023
A Comprehensive Survey of Dataset Distillation Shiye Lei Dacheng Tao DD 49 88 0 13 Jan 2023
Automated speech- and text-based classification of neuropsychiatric conditions in a multidiagnostic setting L. Hansen R. Rocca A. Simonsen A. Parola V. Bliksted ... Dan Bang Kristian Tylén Ethan Weed S. Ostergaard Riccardo Fusaroli 51 3 0 13 Jan 2023
RangeAugment: Efficient Online Augmentation with Range Learning Sachin Mehta Saeid Naderiparizi Fartash Faghri Maxwell Horton Lailin Chen Ali Farhadi Oncel Tuzel Mohammad Rastegari 26 6 0 20 Dec 2022
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition Xin Ni Yong Liu Hao Wen Yatai Ji Jing Xiao Yujiu Yang 37 9 0 09 Dec 2022
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
VeLO: Training Versatile Learned Optimizers by Scaling Up Luke Metz James Harrison C. Freeman Amil Merchant Lucas Beyer ... Naman Agrawal Ben Poole Igor Mordatch Adam Roberts Jascha Narain Sohl-Dickstein 35 60 0 17 Nov 2022
Photometric identification of compact galaxies, stars and quasars using multiple neural networks Siddharth Chaini Atharva Bagul Anish Deshpande Rishi Gondkar K. Sharma M. Vivek Ajit Kembhavi 9 7 0 15 Nov 2022
Decoding Neural Signals with Computational Models: A Systematic Review of Invasive BMI Rezwan Firuzi Hamed Ahmadyani Mohammad Foad Abdi Dana Naderi Jahanfar Hassan Ayub Bokani AI4CE 21 1 0 07 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Dinesh Manocha Dacheng Tao 38 13 0 02 Nov 2022
Augmentation Backdoors J. Rance Yiren Zhao Ilia Shumailov Robert D. Mullins AAML SILM 59 7 0 29 Sep 2022
SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning Eunkyu Oh Taehun Kim Minsoo Kim Yunhu Ji Sushil Khyalia 30 1 0 22 Sep 2022