Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance
Wood species can be classified by spectral reflectance. It is unclear whether finish coated on the wood surface affects the accuracy of wood species classification. This paper focused on this issue, using the spectral reflectance of 8 different kinds of finish for wood species classification. The sp...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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North Carolina State University
2024-03-01
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| Series: | BioResources |
| Subjects: | |
| Online Access: | https://ojs.cnr.ncsu.edu/index.php/BRJ/article/view/23247 |
| _version_ | 1797224532814069760 |
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| author | Cheng-Kun Wang Peng Zhao Jia-Le Yang |
| author_facet | Cheng-Kun Wang Peng Zhao Jia-Le Yang |
| author_sort | Cheng-Kun Wang |
| collection | DOAJ |
| description | Wood species can be classified by spectral reflectance. It is unclear whether finish coated on the wood surface affects the accuracy of wood species classification. This paper focused on this issue, using the spectral reflectance of 8 different kinds of finish for wood species classification. The spectral reflectance of wood surface coated with finish was modified by the transfer model in order to reduce the effect of finish on classification accuracy. The experimental results show that it is not feasible to use the spectral reflectance of wood samples coated with finish directly to classify wood species; the best classification accuracy using the eight finishes was 30%. After correcting the spectrum of wood samples coated with finishes with the direct standardization (DS) transfer model, the classification accuracy of the near-infrared (NIR) spectrum was close to that of the original spectrum without finish. However, the visible/near-infrared (VIS/NIR) spectrum did not achieve a good classification effect after correction with the DS transfer model. |
| first_indexed | 2024-04-24T13:54:37Z |
| format | Article |
| id | doaj.art-654cec9c9d3c4d96a040d1430afc3f3d |
| institution | Directory Open Access Journal |
| issn | 1930-2126 |
| language | English |
| last_indexed | 2024-04-24T13:54:37Z |
| publishDate | 2024-03-01 |
| publisher | North Carolina State University |
| record_format | Article |
| series | BioResources |
| spelling | doaj.art-654cec9c9d3c4d96a040d1430afc3f3d2024-04-03T18:58:06ZengNorth Carolina State UniversityBioResources1930-21262024-03-01192306030771380Effect of Wood Surface Finish on Wood Species Classification Using Spectral ReflectanceCheng-Kun Wang0Peng Zhao1Jia-Le Yang2 School of Electronic and Information Engineering, Heilongjiang University of Science and Technology, Harbin 150010, ChinaSchool of Computer Science and Communication Engineering, Guangxi University of Science and Technology, Liuzhou 545006, China School of Electronic and Information Engineering, Heilongjiang University of Science and Technology, Harbin 150010, ChinaWood species can be classified by spectral reflectance. It is unclear whether finish coated on the wood surface affects the accuracy of wood species classification. This paper focused on this issue, using the spectral reflectance of 8 different kinds of finish for wood species classification. The spectral reflectance of wood surface coated with finish was modified by the transfer model in order to reduce the effect of finish on classification accuracy. The experimental results show that it is not feasible to use the spectral reflectance of wood samples coated with finish directly to classify wood species; the best classification accuracy using the eight finishes was 30%. After correcting the spectrum of wood samples coated with finishes with the direct standardization (DS) transfer model, the classification accuracy of the near-infrared (NIR) spectrum was close to that of the original spectrum without finish. However, the visible/near-infrared (VIS/NIR) spectrum did not achieve a good classification effect after correction with the DS transfer model.https://ojs.cnr.ncsu.edu/index.php/BRJ/article/view/23247wood species classificationfinish spectral reflectancetransfer model |
| spellingShingle | Cheng-Kun Wang Peng Zhao Jia-Le Yang Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance BioResources wood species classification finish spectral reflectance transfer model |
| title | Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance |
| title_full | Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance |
| title_fullStr | Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance |
| title_full_unstemmed | Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance |
| title_short | Effect of Wood Surface Finish on Wood Species Classification Using Spectral Reflectance |
| title_sort | effect of wood surface finish on wood species classification using spectral reflectance |
| topic | wood species classification finish spectral reflectance transfer model |
| url | https://ojs.cnr.ncsu.edu/index.php/BRJ/article/view/23247 |
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