Nondestructive Detection and Quality Grading System of Walnut Using X-Ray Imaging and Lightweight WKNet

The internal quality detection is extremely important. To solve the challenges of walnut quality detection, we presented the first comprehensive investigation of walnut quality detection method using X-ray imaging and deep learning model. An X-ray machine vision system was designed, and a walnut ker...

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Bibliographic Details
Main Authors: Xiangpeng Fan, Jianping Zhou
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Foods
Subjects:
Online Access:https://www.mdpi.com/2304-8158/14/13/2346
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