2021
DOI: 10.3390/app11073261
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Assessment and Feasibility Study of Lemon Ripening Using X-ray Image of Information Visualization

Abstract: Digital radiography (DR) is a mature technology and has been broadly used in medical diagnosis. Currently, it’s also used for fruit quality inspection in the market. This purpose of the study is to conduct non-destructive experiments for visual comparisons of digital radiography images, further construct visualized grayscale image analysis technology, and analyze the changes in lemon quality and ripening using quantitative statistical methods. The materials used for the experiments were three lemons of differe… Show more

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Cited by 10 publications
(4 citation statements)
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“…With its ability to detect variations in density and water content, X-ray radiography holds promise for assessing fruit maturity and identifying internal flaws associated with physiological anomalies, ultimately contributing to enhanced fruit quality and reduced waste in the agricultural and food industries. The objective of the study by Hsiao et al (2021) was to assess and investigate the feasibility of using X-ray imaging and information visualization for the ripeness assessment of lemons (Fig. 3).…”
Section: X-raymentioning
confidence: 99%
“…With its ability to detect variations in density and water content, X-ray radiography holds promise for assessing fruit maturity and identifying internal flaws associated with physiological anomalies, ultimately contributing to enhanced fruit quality and reduced waste in the agricultural and food industries. The objective of the study by Hsiao et al (2021) was to assess and investigate the feasibility of using X-ray imaging and information visualization for the ripeness assessment of lemons (Fig. 3).…”
Section: X-raymentioning
confidence: 99%
“…Nondestructive testing technology has the advantages of being nondestructive and rapid and reflecting the overall structure information of the tested samples [7]. In recent years, with the development of electronics and information science, X-ray and neutron imaging technologies have become more and more mature.…”
Section: Of 18mentioning
confidence: 99%
“…To make the ω value change adaptively according to the local image, we redefine ω to replace the original fixed value, as shown in Equation (7).…”
Section: Weighted Total Difference Minimizationmentioning
confidence: 99%
“…Accurate classification of citrus fruits is crucial for ensuring quality control and meeting market demands. Supplementary non-destructive techniques such as near-infrared spectroscopy Hsiao et al (2021). NMR Cakmak (2019) X-ray, electronic nose, ultrasound, machine vision, and hyperspectral imaging Wieme et al (2022) have been used for fruit quality evaluation using deep learning models.…”
Section: Introductionmentioning
confidence: 99%