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Deep Learning-Based Intelligent Apple Variety Classification System and Model Interpretability Analysis

In this study, series networks (AlexNet and VGG-19) and directed acyclic graph (DAG) networks (ResNet-18, ResNet-50, and ResNet-101) with transfer learning were employed to identify and classify 13 classes of apples from 7439 images. Two training datasets, model evaluation metrics, and three visuali...

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Detalles Bibliográficos
Autores principales: Yu, Fanqianhui, Lu, Tao, Xue, Changhu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9956933/
https://www.ncbi.nlm.nih.gov/pubmed/36832960
http://dx.doi.org/10.3390/foods12040885