Assessment of bruise volumes in apples using X-ray computed tomography
•X-ray CT images have been used to detect and quantify bruise volumes in apples.•The developed methodology was applied on ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apples.•3D visualisation of the bruises showed that they can be highly irregularly shaped.•Destructive bruise volume measurements were carried...
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Veröffentlicht in: | Postharvest biology and technology 2017-06, Vol.128, p.24-32 |
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creator | Diels, Elien van Dael, Mattias Keresztes, Janos Vanmaercke, Simon Verboven, Pieter Nicolai, Bart Saeys, Wouter Ramon, Herman Smeets, Bart |
description | •X-ray CT images have been used to detect and quantify bruise volumes in apples.•The developed methodology was applied on ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apples.•3D visualisation of the bruises showed that they can be highly irregularly shaped.•Destructive bruise volume measurements were carried out for comparison.
A non-destructive methodology was developed to automatically detect and quantify bruise volumes in the equatorial region of apples, using X-ray CT images. Grey level threshold values were calculated to segment bruises in ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apple fruit using the multi-level Otsu’s threshold method. Comparisons were made between the CT-based bruise volume estimates and bruise volume estimates that were based on destructive measurements in combination with simple geometric assumptions. Visualisation of the bruises in both 2 and 3D showed that bruises, resulting from a pendulum impact with a spherical impactor, can be highly irregularly shaped which implies that the bruise volume estimations based on simple geometric assumptions cannot deliver accurate results. |
doi_str_mv | 10.1016/j.postharvbio.2017.01.013 |
format | Article |
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A non-destructive methodology was developed to automatically detect and quantify bruise volumes in the equatorial region of apples, using X-ray CT images. Grey level threshold values were calculated to segment bruises in ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apple fruit using the multi-level Otsu’s threshold method. Comparisons were made between the CT-based bruise volume estimates and bruise volume estimates that were based on destructive measurements in combination with simple geometric assumptions. Visualisation of the bruises in both 2 and 3D showed that bruises, resulting from a pendulum impact with a spherical impactor, can be highly irregularly shaped which implies that the bruise volume estimations based on simple geometric assumptions cannot deliver accurate results.</description><identifier>ISSN: 0925-5214</identifier><identifier>EISSN: 1873-2356</identifier><identifier>DOI: 10.1016/j.postharvbio.2017.01.013</identifier><language>eng</language><publisher>Amsterdam: Elsevier B.V</publisher><subject>Apples ; Bruise ; Computed tomography ; Destructive testing ; Equatorial regions ; Fruit ; Image processing ; Image processing systems ; Non-destructive quality inspection ; Nondestructive testing ; Postharvest ; Visualization ; X-ray computed tomography</subject><ispartof>Postharvest biology and technology, 2017-06, Vol.128, p.24-32</ispartof><rights>2017 Elsevier B.V.</rights><rights>Copyright Elsevier BV Jun 2017</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c400t-f556bd1d86c755438ea3f0fd68e2124e2dd38a46fa51502cbf2d03a71ca7ac513</citedby><cites>FETCH-LOGICAL-c400t-f556bd1d86c755438ea3f0fd68e2124e2dd38a46fa51502cbf2d03a71ca7ac513</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0925521416304057$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Diels, Elien</creatorcontrib><creatorcontrib>van Dael, Mattias</creatorcontrib><creatorcontrib>Keresztes, Janos</creatorcontrib><creatorcontrib>Vanmaercke, Simon</creatorcontrib><creatorcontrib>Verboven, Pieter</creatorcontrib><creatorcontrib>Nicolai, Bart</creatorcontrib><creatorcontrib>Saeys, Wouter</creatorcontrib><creatorcontrib>Ramon, Herman</creatorcontrib><creatorcontrib>Smeets, Bart</creatorcontrib><title>Assessment of bruise volumes in apples using X-ray computed tomography</title><title>Postharvest biology and technology</title><description>•X-ray CT images have been used to detect and quantify bruise volumes in apples.•The developed methodology was applied on ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apples.•3D visualisation of the bruises showed that they can be highly irregularly shaped.•Destructive bruise volume measurements were carried out for comparison.
A non-destructive methodology was developed to automatically detect and quantify bruise volumes in the equatorial region of apples, using X-ray CT images. Grey level threshold values were calculated to segment bruises in ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apple fruit using the multi-level Otsu’s threshold method. Comparisons were made between the CT-based bruise volume estimates and bruise volume estimates that were based on destructive measurements in combination with simple geometric assumptions. Visualisation of the bruises in both 2 and 3D showed that bruises, resulting from a pendulum impact with a spherical impactor, can be highly irregularly shaped which implies that the bruise volume estimations based on simple geometric assumptions cannot deliver accurate results.</description><subject>Apples</subject><subject>Bruise</subject><subject>Computed tomography</subject><subject>Destructive testing</subject><subject>Equatorial regions</subject><subject>Fruit</subject><subject>Image processing</subject><subject>Image processing systems</subject><subject>Non-destructive quality inspection</subject><subject>Nondestructive testing</subject><subject>Postharvest</subject><subject>Visualization</subject><subject>X-ray computed tomography</subject><issn>0925-5214</issn><issn>1873-2356</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNqNkE9Lw0AQxRdRsFa_w4rnxP2bpMdSrBUKXhS8LZvd2XZDk427SaHf3pR68Cg8mDm894b5IfRISU4JLZ6bvA9p2Ot4rH3IGaFlTugkfoVmtCp5xrgsrtGMLJjMJKPiFt2l1BBCpJTVDK2XKUFKLXQDDg7XcfQJ8DEcxhYS9h3WfX-YtjH5boe_sqhP2IS2HweweAht2EXd70_36MbpQ4KH3zlHn-uXj9Um276_vq2W28wIQobMSVnUltqqMKWUgleguSPOFhUwygQwa3mlReG0pJIwUztmCdclNbrURlI-R0-X3j6G7xHSoJowxm46qehClJWQrBSTa3FxmRhSiuBUH32r40lRos7YVKP-YFNnbIrQSXzKri5ZmN44eogqGQ-dAesjmEHZ4P_R8gPFW302</recordid><startdate>201706</startdate><enddate>201706</enddate><creator>Diels, Elien</creator><creator>van Dael, Mattias</creator><creator>Keresztes, Janos</creator><creator>Vanmaercke, Simon</creator><creator>Verboven, Pieter</creator><creator>Nicolai, Bart</creator><creator>Saeys, Wouter</creator><creator>Ramon, Herman</creator><creator>Smeets, Bart</creator><general>Elsevier B.V</general><general>Elsevier BV</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7QR</scope><scope>7SS</scope><scope>7T7</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>P64</scope></search><sort><creationdate>201706</creationdate><title>Assessment of bruise volumes in apples using X-ray computed tomography</title><author>Diels, Elien ; 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A non-destructive methodology was developed to automatically detect and quantify bruise volumes in the equatorial region of apples, using X-ray CT images. Grey level threshold values were calculated to segment bruises in ‘Jonagold’, ‘Joly Red’ and ‘Kanzi’ apple fruit using the multi-level Otsu’s threshold method. Comparisons were made between the CT-based bruise volume estimates and bruise volume estimates that were based on destructive measurements in combination with simple geometric assumptions. Visualisation of the bruises in both 2 and 3D showed that bruises, resulting from a pendulum impact with a spherical impactor, can be highly irregularly shaped which implies that the bruise volume estimations based on simple geometric assumptions cannot deliver accurate results.</abstract><cop>Amsterdam</cop><pub>Elsevier B.V</pub><doi>10.1016/j.postharvbio.2017.01.013</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Apples Bruise Computed tomography Destructive testing Equatorial regions Fruit Image processing Image processing systems Non-destructive quality inspection Nondestructive testing Postharvest Visualization X-ray computed tomography |
title | Assessment of bruise volumes in apples using X-ray computed tomography |
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