Comparative analysis of VGG-16, ResNet50, and EfficientNet-B1 with optimization techniques for crop disease detection

Danish Syazani Mohd Zakir, Zatul Alwani Shaffiei, Masitah Ghazali & Briane Paul V Samson

Journal of Advanced Research Design, 2026

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Comparative analysis of VGG-16, ResNet50, and EfficientNet-B1 with optimization techniques for crop disease detection

Abstract

Materials

Bibtex

@article{zakir2026comparative,
title={Comparative analysis of VGG-16, ResNet50, and EfficientNet-B1 with optimization techniques for crop disease detection},
author={Zakir, Danish Syazani Mohd and Shaffiei, Zatul Alwani and Ghazali, Masitah and Samson, Briane Paul V},
journal={Journal of Advanced Research Design},
volume={143},
number={1},
pages={55--64},
year={2026}
}

Citation

Danish Syazani Mohd Zakir, Zatul Alwani Shaffiei, Masitah Ghazali & Briane Paul V Samson (2026). Comparative analysis of VGG-16, ResNet50, and EfficientNet-B1 with optimization techniques for crop disease detection. Journal of Advanced Research Design, 143(1), 55–64.