Yarn features extraction using image processing and computer vision – A study with cotton and polyester yarns
•Measurement of yarn mass parameters using IP and computer vision techniques.•Detection and distinction between loop and protruding fibers (yarn hairiness).•Developed solution validated with a commercial apparatus.•Custom made application for user interface with IMAQ Vision – LabVIEW. The aim of thi...
Uložené v:
| Vydané v: | Measurement : journal of the International Measurement Confederation Ročník 68; s. 1 - 15 |
|---|---|
| Hlavní autori: | , , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
| Vydavateľské údaje: |
Elsevier Ltd
01.05.2015
|
| Predmet: | |
| ISSN: | 0263-2241, 1873-412X |
| On-line prístup: | Získať plný text |
| Tagy: |
Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
|
| Abstract | •Measurement of yarn mass parameters using IP and computer vision techniques.•Detection and distinction between loop and protruding fibers (yarn hairiness).•Developed solution validated with a commercial apparatus.•Custom made application for user interface with IMAQ Vision – LabVIEW.
The aim of this paper is the development of a new technological solution, for the automatic characterization of the yarn mass parameters (linear mass, diameter, and hairiness) based on image processing and computer vision techniques. A preliminary study for the detection and distinction between loop and protruding fibers is also presented. A custom-made application developed in LabVIEW from National Instruments with the IMAQ Vision Toolkit was used to acquire, analyze and process the yarn images. Some experimental results using cotton and polyester yarns were performed and compared with a commercial solution for validation. The presented approach allows a correct yarn parameterization improving products’ quality in the textile industry. |
|---|---|
| AbstractList | •Measurement of yarn mass parameters using IP and computer vision techniques.•Detection and distinction between loop and protruding fibers (yarn hairiness).•Developed solution validated with a commercial apparatus.•Custom made application for user interface with IMAQ Vision – LabVIEW.
The aim of this paper is the development of a new technological solution, for the automatic characterization of the yarn mass parameters (linear mass, diameter, and hairiness) based on image processing and computer vision techniques. A preliminary study for the detection and distinction between loop and protruding fibers is also presented. A custom-made application developed in LabVIEW from National Instruments with the IMAQ Vision Toolkit was used to acquire, analyze and process the yarn images. Some experimental results using cotton and polyester yarns were performed and compared with a commercial solution for validation. The presented approach allows a correct yarn parameterization improving products’ quality in the textile industry. |
| Author | Machado, José Belsley, Michael Vasconcelos, Rosa M. Gonçalves, Nuno Carvalho, Vítor Soares, Filomena O. |
| Author_xml | – sequence: 1 givenname: Nuno surname: Gonçalves fullname: Gonçalves, Nuno organization: R&D Center Algoritmi, UM, Azurém, Guimarães, Portugal – sequence: 2 givenname: Vítor surname: Carvalho fullname: Carvalho, Vítor email: vcarvalho@ipca.pt organization: R&D Center Algoritmi, UM, Azurém, Guimarães, Portugal – sequence: 3 givenname: Michael surname: Belsley fullname: Belsley, Michael email: belsley@fisica.uminho.pt organization: DF, UM, Gualtar, Braga, Portugal – sequence: 4 givenname: Rosa M. surname: Vasconcelos fullname: Vasconcelos, Rosa M. email: rosa@det.uminho.pt organization: DET, UM, Azurém, Guimarães, Portugal – sequence: 5 givenname: Filomena O. surname: Soares fullname: Soares, Filomena O. email: filomena.soares@algoritmi.uminho.pt organization: R&D Center Algoritmi, UM, Azurém, Guimarães, Portugal – sequence: 6 givenname: José surname: Machado fullname: Machado, José email: jmachado@dem.uminho.pt organization: MEtRICs Research Center, UM, Azurém, Guimarães, Portugal |
| BookMark | eNqNkEtOwzAQhi0EEm3hDuYACWM7zxWqKl5SJTYgwcpynUlx1SaR7RS64w7ckJPgUBaIVVcjjf75Rv83JsdN2yAhFwxiBiy7XMUbVK63uMHGxxxYGgOPgcERGbEiF1HC-PMxGQHPRMR5wk7J2LkVAGSizEakfVG2oTUqHxiO4ru3SnvTNrR3pllSs1FLpJ1tNbqfhWoqqttN13u0dGvcEP36-KRT6nxf7eib8a8h4H3YD9muXe_QDeFd-OTOyEmt1g7Pf-eEPN1cP87uovnD7f1sOo-0KHMfMc4UFIuq1ILVVVbofFGniywFLlhSpjxLVJ6CxhyKEnnN8xqxyupCiIRBpZSYkKs9V9vWOYu11MaroVgoaNaSgRz8yZX8408O_iRwGfwFQvmP0Nlgw-4Oup3tbzFU3Bq00mmDjcbKWNReVq05gPINGSuY7Q |
| CitedBy_id | crossref_primary_10_1088_0957_0233_27_1_015404 crossref_primary_10_1016_j_advengsoft_2017_04_007 crossref_primary_10_1016_j_measurement_2019_107357 crossref_primary_10_1177_00405175211002863 crossref_primary_10_1016_j_compind_2021_103550 crossref_primary_10_1109_ACCESS_2020_3039356 crossref_primary_10_1109_ACCESS_2020_2972967 crossref_primary_10_1155_2017_3964376 crossref_primary_10_1109_JSEN_2024_3370629 crossref_primary_10_1016_j_measurement_2022_110834 crossref_primary_10_1155_2016_7103039 crossref_primary_10_1016_j_dib_2022_108557 crossref_primary_10_1177_15589250251338256 crossref_primary_10_1016_j_jmsy_2016_06_007 crossref_primary_10_1007_s12221_023_00136_5 crossref_primary_10_1016_j_measurement_2016_09_018 crossref_primary_10_3390_s23083800 crossref_primary_10_1016_j_measurement_2016_12_033 crossref_primary_10_1016_j_measurement_2018_06_029 crossref_primary_10_1016_j_measurement_2018_08_019 crossref_primary_10_1016_j_measurement_2019_106905 crossref_primary_10_1007_s12221_021_0802_7 |
| Cites_doi | 10.1080/00405000802346412 10.1007/s10921-009-0046-8 10.1080/00405000701462443 10.1080/00405000701462419 10.1109/MEMSTECH.2006.288672 10.1177/004051756403400506 10.1109/ICSENS.2008.4716557 10.1109/ETFA.2011.6059217 10.1117/1.1902743 10.1109/MEMSTECH.2008.4558752 10.1109/MEMSTECH.2007.4283454 10.1109/ETFA.2012.6489765 |
| ContentType | Journal Article |
| Copyright | 2015 Elsevier Ltd |
| Copyright_xml | – notice: 2015 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.measurement.2015.02.010 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Physics |
| EISSN | 1873-412X |
| EndPage | 15 |
| ExternalDocumentID | 10_1016_j_measurement_2015_02_010 S0263224115000688 |
| GroupedDBID | --K --M .~1 0R~ 1B1 1~. 1~5 29M 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAXUO ABFNM ABFRF ABJNI ABMAC ABNEU ABXDB ABYKQ ACDAQ ACFVG ACGFO ACGFS ACIWK ACNNM ACRLP ADBBV ADEZE ADTZH AEBSH AECPX AEFWE AEGXH AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AIEXJ AIKHN AITUG AIVDX AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA GS5 HVGLF HZ~ IHE J1W JJJVA KOM LY7 M41 MO0 N9A O-L O9- OAUVE OGIMB OZT P-8 P-9 P2P PC. Q38 R2- RIG RNS ROL RPZ SDF SDG SES SET SEW SPC SPCBC SPD SSQ SST SSZ T5K WUQ XPP ZMT ~G- 9DU AATTM AAXKI AAYWO AAYXX ACLOT ACVFH ADCNI AEIPS AEUPX AFJKZ AFPUW AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c397t-121a08bd9c31fd68c7bf5b650231495264a750ce7089e2f27feed6f833410daa3 |
| ISICitedReferencesCount | 29 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000353140300001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0263-2241 |
| IngestDate | Sat Nov 29 06:47:28 EST 2025 Tue Nov 18 22:42:21 EST 2025 Fri Feb 23 02:33:24 EST 2024 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Yarn linear mass Computer vision Yarn hairiness IMAQ vision Yarn diameter Image processing |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c397t-121a08bd9c31fd68c7bf5b650231495264a750ce7089e2f27feed6f833410daa3 |
| OpenAccessLink | http://hdl.handle.net/1822/42655 |
| PageCount | 15 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_measurement_2015_02_010 crossref_primary_10_1016_j_measurement_2015_02_010 elsevier_sciencedirect_doi_10_1016_j_measurement_2015_02_010 |
| PublicationCentury | 2000 |
| PublicationDate | 2015-05-01 |
| PublicationDateYYYYMMDD | 2015-05-01 |
| PublicationDate_xml | – month: 05 year: 2015 text: 2015-05-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationTitle | Measurement : journal of the International Measurement Confederation |
| PublicationYear | 2015 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | A. Çay, S. Vassiliadis, M. Rangoussi, On the use of image processing techniques for the estimation of the porosity of textile fabrics, in: Proceedings of World Academy of Science, Engineering and Technology – PWASET, vol. 2, January 2005, pp. 73–76. Carvalho, Belsley, Vasconcelos, Soares (b0140) 2009; 28 N. Gonçalves, V. Carvalho, F. Soares, R. Vasconcelos, M. Belsley, Studies on the yarn mass parameters determination using image processing techniques, in: ETFA 2012, Krakow, Poland, 17–21 September. M. Kuzanski, The algorithms of the yarn shape detection and calculation of the protruding fibres length, in: MEMSTECH’2008, May 21–24, Lviv-Polyana, Ukraine, pp. 98–100. V. Carvalho, Automatic Yarn Characterization System, PhD Thesis, Minho University, Braga, 2008. Fabijańska, Jackowska-Strumiłło (b0135) 2012; vol. 23 Carvalho, Gonçalves, Soares, Vasconcelos, Belsley (b0100) 2013; 2 S. Jaganathan, Characterization Methods and Physical Properties of Novelty Yarn, MSc Thesis, North Carolina State University, Raleigh, 2005. Guha, Amarenath, Pateria, Mittal (b0040) 2010; 101 Ozkaya, Acar, Jackson (b0035) 2008; 99 IMAQ, IMAQ Vision Concepts Manual, National Instruments, Austin, 2004. Ozkaya, Acar, Jackson (b0030) 2007; 98 Hercules Company. M. Kuzanski, L. Jackowska-Strumillo, Yarn hairiness determination – the algorithms of computer measurement methods, in: MEMSTECH’2007, May 23–26, Lviv-Polyana, Ukraine, pp. 154–157. Bresser Optics Company. Ozkaya, Acar, Jackson (b0065) 2005; 14 V. Carvalho, Parametrização de Fio Têxtil Baseada na Análise de Massa, MSc Thesis, Minho University, Braga, 2004 (in portuguese). N. Gonçalves, V. Carvalho, F. Soares, R. Vasconcelos, M. Belsley, Yarn mass parameters determination using image processing techniques, in: CMNE 2011, Coimbra, Portugal, 11–17 June. (access in July 2014). Relf (b0120) 2003 N. Gonçalves, V. Carvalho, F. Soares, R. Vasconcelos, M. Belsley, Yarn hairiness determination using image processing techniques, in: ETFA 2011, Toulouse, France, 5–9 September. W. Jian, Y. Li, Evaluation of yarn regularity using computer vision, in: 9th International Conference on Pattern Recognition, vol. 2, November 14–17, pp. 854–856. N. Gonçalves, Parametrização de Fio Têxtil Baseada em Técnicas de Processamento de Imagem, MSc Thesis, Minho University, Braga 2010 (in portuguese). M. Kuzanski, Measurement methods for yarn hairiness analysis – the idea and construction of research standing, in: MEMSTECH’2006, May 24–27, Lviv-Polyana, Ukraine, pp. 87–90. Shiloh (b0020) 1964; 34 Goswami, Martindale, Scardino (b0070) 1977 Goswami (10.1016/j.measurement.2015.02.010_b0070) 1977 10.1016/j.measurement.2015.02.010_b0080 10.1016/j.measurement.2015.02.010_b0060 10.1016/j.measurement.2015.02.010_b0055 10.1016/j.measurement.2015.02.010_b0110 Shiloh (10.1016/j.measurement.2015.02.010_b0020) 1964; 34 Guha (10.1016/j.measurement.2015.02.010_b0040) 2010; 101 10.1016/j.measurement.2015.02.010_b0015 10.1016/j.measurement.2015.02.010_b0115 Ozkaya (10.1016/j.measurement.2015.02.010_b0030) 2007; 98 Fabijańska (10.1016/j.measurement.2015.02.010_b0135) 2012; vol. 23 10.1016/j.measurement.2015.02.010_b0090 10.1016/j.measurement.2015.02.010_b0050 10.1016/j.measurement.2015.02.010_b0095 10.1016/j.measurement.2015.02.010_b0075 Carvalho (10.1016/j.measurement.2015.02.010_b0100) 2013; 2 10.1016/j.measurement.2015.02.010_b0130 10.1016/j.measurement.2015.02.010_b0010 Ozkaya (10.1016/j.measurement.2015.02.010_b0035) 2008; 99 10.1016/j.measurement.2015.02.010_b0025 10.1016/j.measurement.2015.02.010_b0125 10.1016/j.measurement.2015.02.010_b0005 10.1016/j.measurement.2015.02.010_b0105 Carvalho (10.1016/j.measurement.2015.02.010_b0140) 2009; 28 Ozkaya (10.1016/j.measurement.2015.02.010_b0065) 2005; 14 Relf (10.1016/j.measurement.2015.02.010_b0120) 2003 |
| References_xml | – reference: (access in July 2014). – reference: IMAQ, IMAQ Vision Concepts Manual, National Instruments, Austin, 2004. – reference: M. Kuzanski, Measurement methods for yarn hairiness analysis – the idea and construction of research standing, in: MEMSTECH’2006, May 24–27, Lviv-Polyana, Ukraine, pp. 87–90. – volume: 101 start-page: 214 year: 2010 end-page: 222 ident: b0040 article-title: Measurement of yarn hairiness by digital image processing publication-title: J. Text. Inst. – reference: S. Jaganathan, Characterization Methods and Physical Properties of Novelty Yarn, MSc Thesis, North Carolina State University, Raleigh, 2005. – reference: N. Gonçalves, V. Carvalho, F. Soares, R. Vasconcelos, M. Belsley, Yarn hairiness determination using image processing techniques, in: ETFA 2011, Toulouse, France, 5–9 September. – volume: 98 start-page: 483 year: 2007 end-page: 490 ident: b0030 article-title: Hair density distribution profile to evaluate yarn hairiness and its application to fabric simulations publication-title: J. Text. Inst. – volume: 34 start-page: 430 year: 1964 end-page: 434 ident: b0020 article-title: A computer for the evaluation of the crimp diameter of textile fibers publication-title: Text. Res. J. – reference: A. Çay, S. Vassiliadis, M. Rangoussi, On the use of image processing techniques for the estimation of the porosity of textile fabrics, in: Proceedings of World Academy of Science, Engineering and Technology – PWASET, vol. 2, January 2005, pp. 73–76. – year: 2003 ident: b0120 article-title: Image Acquisition and Processing with LabVIEW – reference: W. Jian, Y. Li, Evaluation of yarn regularity using computer vision, in: 9th International Conference on Pattern Recognition, vol. 2, November 14–17, pp. 854–856. – reference: V. Carvalho, Parametrização de Fio Têxtil Baseada na Análise de Massa, MSc Thesis, Minho University, Braga, 2004 (in portuguese). – reference: N. Gonçalves, V. Carvalho, F. Soares, R. Vasconcelos, M. Belsley, Yarn mass parameters determination using image processing techniques, in: CMNE 2011, Coimbra, Portugal, 11–17 June. – volume: vol. 23 year: 2012 ident: b0135 publication-title: Image processing and analysis algorithms for yarn hairiness determination – volume: 28 start-page: 49 year: 2009 end-page: 54 ident: b0140 article-title: Yarn diameter and linear mass correlation publication-title: J. Non-Destruct. Eval. – reference: Hercules Company. – reference: M. Kuzanski, The algorithms of the yarn shape detection and calculation of the protruding fibres length, in: MEMSTECH’2008, May 21–24, Lviv-Polyana, Ukraine, pp. 98–100. – volume: 2 start-page: 6 year: 2013 end-page: 12 ident: b0100 article-title: Yarns parameterization and fabrics prediction using image processing publication-title: J. Text. Light Ind. Sci. Technol. – year: 1977 ident: b0070 article-title: Textile Yarns: Technology, Structure and Applications – volume: 99 start-page: 93 year: 2008 end-page: 100 ident: b0035 article-title: Simulation of photosensor-based hairiness measurement using digital image analysis publication-title: J. Text. Inst. – reference: V. Carvalho, Automatic Yarn Characterization System, PhD Thesis, Minho University, Braga, 2008. – reference: Bresser Optics Company. – reference: N. Gonçalves, V. Carvalho, F. Soares, R. Vasconcelos, M. Belsley, Studies on the yarn mass parameters determination using image processing techniques, in: ETFA 2012, Krakow, Poland, 17–21 September. – reference: M. Kuzanski, L. Jackowska-Strumillo, Yarn hairiness determination – the algorithms of computer measurement methods, in: MEMSTECH’2007, May 23–26, Lviv-Polyana, Ukraine, pp. 154–157. – reference: N. Gonçalves, Parametrização de Fio Têxtil Baseada em Técnicas de Processamento de Imagem, MSc Thesis, Minho University, Braga 2010 (in portuguese). – volume: 14 start-page: 1 year: 2005 end-page: 23 ident: b0065 article-title: Digital image processing and illumination techniques for yarn characterization publication-title: J. Electron. Imag. – ident: 10.1016/j.measurement.2015.02.010_b0075 – volume: 101 start-page: 214 issue: 3 year: 2010 ident: 10.1016/j.measurement.2015.02.010_b0040 article-title: Measurement of yarn hairiness by digital image processing publication-title: J. Text. Inst. doi: 10.1080/00405000802346412 – ident: 10.1016/j.measurement.2015.02.010_b0115 – volume: 28 start-page: 49 issue: 2 year: 2009 ident: 10.1016/j.measurement.2015.02.010_b0140 article-title: Yarn diameter and linear mass correlation publication-title: J. Non-Destruct. Eval. doi: 10.1007/s10921-009-0046-8 – ident: 10.1016/j.measurement.2015.02.010_b0050 – volume: 99 start-page: 93 issue: 2 year: 2008 ident: 10.1016/j.measurement.2015.02.010_b0035 article-title: Simulation of photosensor-based hairiness measurement using digital image analysis publication-title: J. Text. Inst. doi: 10.1080/00405000701462443 – ident: 10.1016/j.measurement.2015.02.010_b0090 – volume: 98 start-page: 483 issue: 6 year: 2007 ident: 10.1016/j.measurement.2015.02.010_b0030 article-title: Hair density distribution profile to evaluate yarn hairiness and its application to fabric simulations publication-title: J. Text. Inst. doi: 10.1080/00405000701462419 – year: 2003 ident: 10.1016/j.measurement.2015.02.010_b0120 – ident: 10.1016/j.measurement.2015.02.010_b0015 doi: 10.1109/MEMSTECH.2006.288672 – year: 1977 ident: 10.1016/j.measurement.2015.02.010_b0070 – volume: 34 start-page: 430 issue: 5 year: 1964 ident: 10.1016/j.measurement.2015.02.010_b0020 article-title: A computer for the evaluation of the crimp diameter of textile fibers publication-title: Text. Res. J. doi: 10.1177/004051756403400506 – ident: 10.1016/j.measurement.2015.02.010_b0025 – ident: 10.1016/j.measurement.2015.02.010_b0080 – ident: 10.1016/j.measurement.2015.02.010_b0005 doi: 10.1109/ICSENS.2008.4716557 – ident: 10.1016/j.measurement.2015.02.010_b0110 – ident: 10.1016/j.measurement.2015.02.010_b0095 – volume: vol. 23 year: 2012 ident: 10.1016/j.measurement.2015.02.010_b0135 – ident: 10.1016/j.measurement.2015.02.010_b0105 doi: 10.1109/ETFA.2011.6059217 – volume: 14 start-page: 1 issue: 2 year: 2005 ident: 10.1016/j.measurement.2015.02.010_b0065 article-title: Digital image processing and illumination techniques for yarn characterization publication-title: J. Electron. Imag. doi: 10.1117/1.1902743 – ident: 10.1016/j.measurement.2015.02.010_b0055 doi: 10.1109/MEMSTECH.2008.4558752 – ident: 10.1016/j.measurement.2015.02.010_b0010 doi: 10.1109/MEMSTECH.2007.4283454 – ident: 10.1016/j.measurement.2015.02.010_b0130 doi: 10.1109/ETFA.2011.6059217 – volume: 2 start-page: 6 issue: 1 year: 2013 ident: 10.1016/j.measurement.2015.02.010_b0100 article-title: Yarns parameterization and fabrics prediction using image processing publication-title: J. Text. Light Ind. Sci. Technol. – ident: 10.1016/j.measurement.2015.02.010_b0125 doi: 10.1109/ETFA.2012.6489765 – ident: 10.1016/j.measurement.2015.02.010_b0060 |
| SSID | ssj0006396 |
| Score | 2.2409563 |
| Snippet | •Measurement of yarn mass parameters using IP and computer vision techniques.•Detection and distinction between loop and protruding fibers (yarn... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 1 |
| SubjectTerms | Computer vision Image processing IMAQ vision Yarn diameter Yarn hairiness Yarn linear mass |
| Title | Yarn features extraction using image processing and computer vision – A study with cotton and polyester yarns |
| URI | https://dx.doi.org/10.1016/j.measurement.2015.02.010 |
| Volume | 68 |
| WOSCitedRecordID | wos000353140300001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1873-412X dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0006396 issn: 0263-2241 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1ba9RAFB7WVqU-iNaK9cYIvoWUnVwn0JdF6w27iFZZn8LMJMGWNFmS7NK--R_8h_4Af4NnbklExYr4EkLIbIY53858c-Y75yD0OORhwKbCczMWhK482XNZkcEuJQs8zmHFI74KFH4dz-d0sUjeTCbfbCzMuoyrip6dJcv_amp4BsaWobN_Ye7-R-EB3IPR4Qpmh-uFDP-RNZVT5CphZ-vA3NuYcuAr5RY4PpUqnaWOD7ARisLUdnB0qLljJRA-zBsqAa2VqHedUS8v6_JcJVlwzuF77ZjjHg5uR-VwGCWnGKSa1gc5fllFH8pMoGNxwHPgpvIwP2blWk9p81VVD0cnDYzdJ-Xv_aDee6rTJ9vgI-uTH4cHqPpirZABm6VWGb6tW-Yc7o1dICQcBIfaL2djcwYhVKtSyvquJCh6pdPTO419NyCqgHs__-uyPmYCJyMmoONMf1pjtLvjZO90GCApEQxV7lej0f0xhfc72RfZFSLLT0SUXkKbXhwmsJBszl4eLF713AH4YqS9grrvV9GjQZH4mw_-mlGNWNLRDXTdbG_wTMPyJprk1Ta6Nkp6uY2uKNGxaG-hWkIVW6jiAapYQRUrqOIBqhiAhy1UsYYq_vr5C55hBVIsQYo1SNW7PUixAukOev_s4OjJC9cUAHEF0OTOJR5hU8qzRPikyCIqYl6EHPYUsCmBjT1weQaEV-TxlCa5V3hxAYwvKqgP1GyaMebfRhtVXeV3EE4yn-Yx5VFU8CDkCSdE8EiKwryEB1m8i6gdxFSY7PiySEuZWhnkSToa_1SOfzr1Uhj_XeT1TZc6RcxFGu1bS6WG62oOmwLM_tz87r81v4e2hv_RfbTRNav8Abos1t1x2zw0oPwOYJ3bsA |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Yarn+features+extraction+using+image+processing+and+computer+vision+%E2%80%93+A+study+with+cotton+and+polyester+yarns&rft.jtitle=Measurement+%3A+journal+of+the+International+Measurement+Confederation&rft.au=Gon%C3%A7alves%2C+Nuno&rft.au=Carvalho%2C+V%C3%ADtor&rft.au=Belsley%2C+Michael&rft.au=Vasconcelos%2C+Rosa+M.&rft.date=2015-05-01&rft.pub=Elsevier+Ltd&rft.issn=0263-2241&rft.eissn=1873-412X&rft.volume=68&rft.spage=1&rft.epage=15&rft_id=info:doi/10.1016%2Fj.measurement.2015.02.010&rft.externalDocID=S0263224115000688 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0263-2241&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0263-2241&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0263-2241&client=summon |