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Loquat Bruise Detection Using Optical Coherence Tomography Based on Microstructural Parameters
- Source :
- Food Analytical Methods. 11:2692-2698
- Publication Year :
- 2018
- Publisher :
- Springer Science and Business Media LLC, 2018.
-
Abstract
- Slight postharvest bruises of loquats remarkably affect the quality and shelf life of the fruits, but they are difficult to identify using visual inspection. Sub-surface structural changes in cells caused by mechanical injury or impact can be detected using spectroscopy-based methods from different angles. Optical coherence tomography (OCT), a non-destructive technology, can acquire cross-sectional images to analyze sub-surface structures of loquats, thus offering the potential to identify fruit bruises. This study proposes an automated OCT image processing method for extracting large cells from loquat images, which involves a series of steps including image denoising, boundary detection, filtering, binarization, segmentation, and region selection. Parenchyma cells in loquat tissue were visualized and characterized, and the five-cell morphological parameters, including total cell surface area, average cell surface area, average cell Feret diameter, equivalent diameter, and cell amount were measured. The bruised and non-bruised loquat groups showed significant differences in the total cell surface area and cell amount, suggesting that these two parameters might be used as indictors for bruise identification. No significant differences in other parameters were observed between the two groups. The microcosm approach proposed in this study sheds some light on ways to improve fruit quality evaluation. Overall, combined with appropriate image processing, OCT is an efficient and non-destructive tool for loquat bruise detection. The proposed strategy might also be expanded to other agricultural applications.
- Subjects :
- 0106 biological sciences
Boundary detection
Materials science
medicine.diagnostic_test
Total cell
Feret diameter
Image processing
04 agricultural and veterinary sciences
01 natural sciences
Applied Microbiology and Biotechnology
040501 horticulture
Analytical Chemistry
Bruise
Optical coherence tomography
medicine
Segmentation
Image denoising
medicine.symptom
0405 other agricultural sciences
Safety, Risk, Reliability and Quality
Safety Research
010606 plant biology & botany
Food Science
Biomedical engineering
Subjects
Details
- ISSN :
- 1936976X and 19369751
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Food Analytical Methods
- Accession number :
- edsair.doi...........3041a3605a6e0e266cb0366ec3fd60f3
- Full Text :
- https://doi.org/10.1007/s12161-018-1246-6