Furniture design based on image color extraction algorithm
With the increasing demand for personalized and customized home products, how to realize the innovative design of furniture and improve the design efficiency has become a research hotspot for related professionals. Aiming at these problems, the study extracts the main color of furniture images by op...
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| Published in | Systems and soft computing Vol. 6; p. 200123 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
01.12.2024
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2772-9419 2772-9419 |
| DOI | 10.1016/j.sasc.2024.200123 |
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| Abstract | With the increasing demand for personalized and customized home products, how to realize the innovative design of furniture and improve the design efficiency has become a research hotspot for related professionals. Aiming at these problems, the study extracts the main color of furniture images by optimizing the K-mean clustering algorithm, uses the simulated annealing algorithm to color-match the furniture, and reconstructs the image by edge detection to design a furniture design method based on image color extraction. The results revealed that in the foreground part, the correct rate of color match based on the design method was 95.7%, and in the background part, the correct rate of color match based on the design method was 94.81 %, which proved its effectiveness. The average feature point extraction time and the average feature point matching time of the design-based algorithm were 5.45 ms and 9.83 ms, respectively, which proved its high computational efficiency. In furniture color edge detection and overall color match, the image obtained based on the design method was significantly clearer, and the overall coherence, saturation and brightness were closer to the input image. In addition to raising the standard of furniture design, the study's design methodology increases design efficiency and offers solid technical support for the area. |
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| AbstractList | With the increasing demand for personalized and customized home products, how to realize the innovative design of furniture and improve the design efficiency has become a research hotspot for related professionals. Aiming at these problems, the study extracts the main color of furniture images by optimizing the K-mean clustering algorithm, uses the simulated annealing algorithm to color-match the furniture, and reconstructs the image by edge detection to design a furniture design method based on image color extraction. The results revealed that in the foreground part, the correct rate of color match based on the design method was 95.7%, and in the background part, the correct rate of color match based on the design method was 94.81 %, which proved its effectiveness. The average feature point extraction time and the average feature point matching time of the design-based algorithm were 5.45 ms and 9.83 ms, respectively, which proved its high computational efficiency. In furniture color edge detection and overall color match, the image obtained based on the design method was significantly clearer, and the overall coherence, saturation and brightness were closer to the input image. In addition to raising the standard of furniture design, the study's design methodology increases design efficiency and offers solid technical support for the area. |
| ArticleNumber | 200123 |
| Author | Chen, Guanyu Chen, Binglu Hu, Qianqian |
| Author_xml | – sequence: 1 givenname: Binglu surname: Chen fullname: Chen, Binglu email: bingluchen2447@163.com organization: Institute of Science and Art, University of Wales Trinity Saint David, Swansea, SA1 6ED, United Kingdom – sequence: 2 givenname: Guanyu surname: Chen fullname: Chen, Guanyu organization: School of Cultural Relics and Arts, Hebei Oriental University, Langfang, 065001, China – sequence: 3 givenname: Qianqian surname: Hu fullname: Hu, Qianqian organization: School of Art and Design, Zhengzhou University of Light Industry, Zhengzhou, 450000, China |
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| Cites_doi | 10.1007/s00500-023-08146-4 10.1016/j.ifacol.2022.04.194 10.1080/00207543.2020.1832271 10.1002/col.22817 10.1002/col.22698 10.1108/RPJ-03-2021-0047 10.1002/asmb.2685 10.1109/TVCG.2020.3041728 10.1007/s11042-023-17000-6 10.1111/cgf.14126 10.1007/s12205-021-1272-6 10.1177/23998083231160549 10.1007/s11042-023-15380-3 10.54097/ajst.v7i2.12272 10.54097/hiaad.v3i3.11157 10.1016/j.ifacol.2022.04.243 |
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| Keywords | Simulated annealing algorithm K-mean clustering Edge detection Furniture design Image color extraction |
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