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A Lightweight Deep Learning Architecture for Potato Leaf Disease Detection: A Comprehensive Survey

2025-11-17

Abstract excerpt

Potato leaf diseases pose a serious challenge to global food security, often leading to considerable yield losses if not detected promptly. The growing maturity of deep learning has enabled automated, high-precision plant disease recognition, even on devices with limited computational resources. In this study, several lightweight convolutional neural network (CNN) models—MobileNetV3 (Small and Large), EfficientNet...

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Literature Corpus work: 2e845ec1-9b52-570d-a26e-c080c4b0c312
DOI: 10.1101/2025.11.16.688731

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