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Finding the Sweet Spot: A Study of Data Augmentation Intensity for Small-Scale Image Classification Cover

Finding the Sweet Spot: A Study of Data Augmentation Intensity for Small-Scale Image Classification

Journal of Automation, Mobile Robotics and Intelligent Systems
Volume 19 (2025): Issue 4 (December 2025)
By: Windra Swastika  
Open Access
|Dec 2025

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DOI: https://doi.org/10.14313/jamris-2025-038 | Journal eISSN: 2080-2145 | Journal ISSN: 1897-8649
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Language: English
Page range: 94 - 101
Submitted on: Jun 28, 2025
|
Accepted on: Aug 22, 2025
|
Published on: Dec 24, 2025
Published by: Łukasiewicz Research Network – Industrial Research Institute for Automation and Measurements PIAP
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Augmentation intensity,
Small-scale datasets,
Sweet spot optimization,
CIFAR-10,
Regularization
Related subjects:
Computer sciences,
Artificial intelligence,
Engineering,
Electrical engineering,
Control engineering, metrology and testing,
Mechanical engineering,
Fundamentals of mechanical engineering

© 2025 Windra Swastika, published by Łukasiewicz Research Network – Industrial Research Institute for Automation and Measurements PIAP
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

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