@article{ART003283571},
author={Woo Jung Ahn and In Seop NA},
title={Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2025},
volume={11},
number={6},
pages={19}
TY - JOUR
AU - Woo Jung Ahn
AU - In Seop NA
TI - Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance
JO - Journal of Internet of Things and Convergence
PY - 2025
VL - 11
IS - 6
PB - The Korea Internet of Things Society
SP - 19
EP -
SN - 2466-0078
AB - This study experimentally analyzed the effects of domain similarity, backbone complexity, and transfer strategy on image classification performance in CNN-based transfer learning. After pre-training on CIFAR-10 as the source domain, a 2×2×2 factorial design experiment was conducted applying Feature Extraction and Fine-Tuning strategies using VGG16 and InceptionV3 backbones on STL-10 (similar domain) and Fashion-MNIST (dissimilar domain). The experimental results showed that the combination of InceptionV3 and Fine-Tuning achieved the highest performance with 90.5% accuracy in the similar domain, while the combination of VGG16 and Feature Extraction maintained stable performance of 78.6% in the dissimilar domain. This study demonstrated that transfer learning performance is determined by the interaction among three factors rather than a single factor, and provides practical guidelines for selecting strategies in domain adaptation and small-scale data transfer learning design.
KW - Transfer Learning;CNN;Domain Similarity;Fine-Tuning;Feature Extraction;Image;Classification
DO -
UR -
ER -
Woo Jung Ahn and In Seop NA. (2025). Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance. Journal of Internet of Things and Convergence, 11(6), 19.
Woo Jung Ahn and In Seop NA. 2025, "Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance", Journal of Internet of Things and Convergence, vol.11, no.6 19.
Woo Jung Ahn, In Seop NA "Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance" Journal of Internet of Things and Convergence 11.6 19 (2025) : 19.
Woo Jung Ahn, In Seop NA. Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance. 2025; 11(6), 19.
Woo Jung Ahn and In Seop NA. "Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance" Journal of Internet of Things and Convergence 11, no.6 (2025) : 19.
Woo Jung Ahn; In Seop NA. Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance. Journal of Internet of Things and Convergence, 11(6), 19.
Woo Jung Ahn; In Seop NA. Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance. Journal of Internet of Things and Convergence. 2025; 11(6) 19.
Woo Jung Ahn, In Seop NA. Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance. 2025; 11(6), 19.
Woo Jung Ahn and In Seop NA. "Analysis of Transfer Learning Factors in CNN-Based Image Classification Performance" Journal of Internet of Things and Convergence 11, no.6 (2025) : 19.
