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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Bibliographic Details
Main Authors: Fanqianhui Yu, Tao Lu, Changhu Xue
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/12/4/885