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Bayesian optimized CNN ensemble for efficient potato blight detection using fuzzy image enhancement

Abstract Potato blight is a serious disease that affects potato crops and leads to substantial agricultural and economic losses. To enhance detection accuracy, we propose Bayesian Optimized CNN Weighted Ensemble Potato Blight Detection, a deep learning-based approach that optimizes CNN models throug...

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Kaydedildi:
Asıl Yazarlar: Achin Jain, Arun Kumar Dubey, Vincent Shin-Hung Pan, Saoucene Mahfoudh, Turki A. Althaqafi, Varsha Arya, Wadee Alhalabi, Sunil K. Singh, Vanita Jain, Arvind Panwar, Sudhakar Kumar, Ching-Hsien Hsu, Brij B. Gupta
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Nature Portfolio 2025-08-01
Seri Bilgileri:Scientific Reports
Konular:
Potato blight detection
CNN
Optimizer
Bayesian optimization
Ensemble learning
Online Erişim:https://doi.org/10.1038/s41598-025-15940-7
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