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Author

R. el Ayachi

2 papers indexed here

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Open access 2026

Accuracy, Stability, and Computational Efficiency of Deep CNN Architectures for Apple Leaf Disease Classification

Reliable apple leaf disease classification requires high predictive performance and transparent computational reporting under heterogeneous field conditions. This study presents an orchard-image benchmark of four ImageNet-initialized convolutional architectures—Xception, EfficientNetB0, DenseNet121, and ResNet50V2—usin...

Brahim Ouben Hssain, Khalil Ladrham, N. El Barbri et al. · 0 citations
Review Open access 2026

Deep Learning Approaches for Apple Disease Classification and Detection: A PRISMA 2020 Systematic Literature Review

This systematic literature review integrates 30 peer-reviewed studies published between 2020 and 2026, selected from 180 database records using a PRISMA 2020-aligned protocol to highlight standardized real-orchard benchmarks, cross-dataset validation, calibrated and explainable predictions, reproducible experimental pr...

Brahim Ouben Hssain, Khalil Ladrham, N. El Barbri et al. · 0 citations

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