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Effective blueberry bruise detection solutions primarily use non-destructive hyperspectral imaging (HSI) combined with machine learning to identify internal cellular damage invisible to the human eye. Key technologies include NIR hyperspectral imaging for spatial-spectral analysis, lightweight PEBU-Net models for fast segmentation, and laser air-puff detectors for firming measurement.
Topical Solutions for Blueberry Bruise Detection
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Web results
Non-destructive early bruise detection of blueberries based ...
ScienceDirect.com
https://www.sciencedirect.com › science › article › pii
ScienceDirect.com
https://www.sciencedirect.com › science › article › pii
by Q Liu2025 — This research method provides an effective solution for high-precision non-destructive detection of early bruising of blueberries, and can provide method ...Read more
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Removing Blueberry Stains - Max I. Walker
Max I. Walker
https://maxiwalker.com › blog › removing-blueberry-stai...
Max I. Walker
https://maxiwalker.com › blog › removing-blueberry-stai...
Web results
Nondestructive Detection and Quantification of Blueberry ...
Nature
https://www.nature.com › scientific reports › articles
Nature
https://www.nature.com › scientific reports › articles
by Y Jiang2016Cited by 91 — Currently, blueberry bruising is evaluated by either human visual/tactile inspection or firmness measurement instruments.
Blueberry bruise non-destructive detection based on ... - PMC
PubMed Central (PMC) (.gov)
https://pmc.ncbi.nlm.nih.gov › articles › PMC11411623
PubMed Central (PMC) (.gov)
https://pmc.ncbi.nlm.nih.gov › articles › PMC11411623
by X Sun2024Cited by 8 — This study focuses on the early detection of mechanical damage in blueberries (variety: Sapphire) through a non-destructive method.Read more
High throughput assessment of blueberry fruit internal ...
Frontiers
https://www.frontiersin.org › fpls.2025.1575038 › full
Frontiers
https://www.frontiersin.org › fpls.2025.1575038 › full
by C Tan2025Cited by 3 — This study presents an effective and efficient approach with a user-friendly interface to evaluate blueberry internal bruising using deep learning models.Read more
Detection-of-internally-bruised-blueberries-using- ...
BSAIL
https://uflbsail.net › htdocs › uploads › 2019/11
BSAIL
https://uflbsail.net › htdocs › uploads › 2019/11
PDF
by M ZhangCited by 25 — The results indicate that detecting bruised blueberries as soon as 30 min after mechanical damage is feasible using hyperspectral transmittance imaging.Read more
Solutions for blueberry bruise detection
Anhui Vsee Optoelectronic Technology Co., Ltd.
https://www.ahvsee.com › solutions-for-blueberry-bruis...
Anhui Vsee Optoelectronic Technology Co., Ltd.
https://www.ahvsee.com › solutions-for-blueberry-bruis...
Solutions for blueberry bruise detection · GRAIN DRYER · BELT COLOR SORTER · GLASS COLOR SORTER · PACKAGING SCALE · DATE COLOR SORTER · MULTI-FUNCTIONAL COLOR SORTER ...Read more
On Harvester NIR Bruise Detection: Blueberry
LinkedIn · Jeff Lorton
20+ reactions · 9 months ago
LinkedIn · Jeff Lorton
20+ reactions · 9 months ago
The goal was to determine whether internal bruising could be measured accurately while freshly harvested fruit moved down the belt to the basket ...Read more
Blueberry bruise detection by pulsed thermographic imaging
ScienceDirect.com
https://www.sciencedirect.com › article › abs › pii
ScienceDirect.com
https://www.sciencedirect.com › article › abs › pii
by J Kuzy2018Cited by 89 — The overall goal of this study was to demonstrate that pulsed thermographic imaging analysis can be used to discriminate between healthy and bruised blueberries ...Read more
New Imaging Methods Help Researchers Find Blueberry ...
VacCAP project
https://www.vacciniumcap.org › imagingmethods
VacCAP project
https://www.vacciniumcap.org › imagingmethods
Aug 27, 2021 — “We used hyperspectral imaging, either through reflectance or transmittance, to detect internal bruising, and we achieved a certain success.Read more
A deep learning-based web application to quantify ...
ISHS
https://ishs.org › ishs-article
ISHS
https://ishs.org › ishs-article
In this study, we developed a deep learning-based web application that can automatically determine the blueberry bruise levels so the users can evaluate the ...Read more