| CPRM: Color perception and representation model for fabric image based on color sensitivity of human visual system | |
Zhao, Xueqing1; Yang, Han1; Shi, Xin1; Liu, Kaixuan1; Wang, Yun2 ; Zhang, Guigang2
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| Source Publication | TEXTILE RESEARCH JOURNAL
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| ISSN | 0040-5175 |
| 2023-01-17 | |
| Pages | 15 |
| Corresponding Author | Zhao, Xueqing(zhaoxueqing@xpu.edu.cn) |
| Abstract | As an important attribute of fabric appearance and the first element that affects vision, color plays an important part in fabric and garment design, development, production and sales. Fabrics are becoming increasingly colorful which raises the difficulty of automatic recognition. With the development of computer vision technology, it has become a mainstream research hotspot to process and recognize fabric colors through novel computer vision techniques. In this paper, a color perception and representation model (CPRM) for fabric image based on color sensitivity of the human visual system is proposed to deal with the color changes caused by the human eye's perception of fabric appearance. Inspired by the human visual biological mechanisms, we designed a CPRM by using the color sensitive function. In order to verify the effectiveness of the proposed CPRM, two types of computer simulation experiments are simulated, which are color shifts and color matching. The former verifies that our proposed model can effectively simulate the human visual system in color perception actions, which is consistent with the results verified by biological experimental data; the latter shows that the proposed model's synergy of assimilation and contrast is closer to the biological model during the color perception stage. Finally, the CPRM is applied on three different fabric image data sets, and extensive experiments are simulated by the proposed CPRM. The CPRM could not only effectively characterize the color contrasts, but also accurately express the color changes caused by the fine adjustment of dyed fibers. The experimental results show the validity of the proposed CPRM, which can effectively perceive and represent fabric color. The proposed CPRM has important application prospects in improving color matching efficiency and intelligent production level in the textile industry. |
| Keyword | Color perception color representation fabric image color sensitive function visual computational model color contrast |
| DOI | 10.1177/00405175221150647 |
| WOS Keyword | CHROMATIC INDUCTION ; CONE |
| Indexed By | SCI |
| Language | 英语 |
| Funding Project | Key Research andDevelopment Program of Shaanxi Province[2023-YBGY-404] ; Key Research andDevelopment Program of Shaanxi Province[2023-ZDLGY-48] ; 2022 ResearchProject of Rural Public Cultural Service Research Institute ; National Center for Public Culture Development, Ministry ofCulture and Tourism[XCGGWH2022005] ; 2022Public Digital Cultural Service Project of National Centerfor Public Culture Development, Ministry of Culture andTourism[GGSZWHFW2022-005] ; Shaanxi ProvinceUniversity Young Outstanding Talents Support Program ; CCF Opening Project of Information System[CCFIS2021-03-01] ; Natural Science Project of EducationDepartment of Shaanxi Province[21JK0646] |
| Funding Organization | Key Research andDevelopment Program of Shaanxi Province ; 2022 ResearchProject of Rural Public Cultural Service Research Institute ; National Center for Public Culture Development, Ministry ofCulture and Tourism ; 2022Public Digital Cultural Service Project of National Centerfor Public Culture Development, Ministry of Culture andTourism ; Shaanxi ProvinceUniversity Young Outstanding Talents Support Program ; CCF Opening Project of Information System ; Natural Science Project of EducationDepartment of Shaanxi Province |
| WOS Research Area | Materials Science |
| WOS Subject | Materials Science, Textiles |
| WOS ID | WOS:000916509600001 |
| Publisher | SAGE PUBLICATIONS LTD |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/51390 |
| Collection | 数字内容技术与服务研究中心_智能技术与系统工程 |
| Corresponding Author | Zhao, Xueqing |
| Affiliation | 1.Xian Polytech Univ, 58 Shangu Ave, Xian 710048, Shaanxi, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China |
| Recommended Citation GB/T 7714 | Zhao, Xueqing,Yang, Han,Shi, Xin,et al. CPRM: Color perception and representation model for fabric image based on color sensitivity of human visual system[J]. TEXTILE RESEARCH JOURNAL,2023:15. |
| APA | Zhao, Xueqing,Yang, Han,Shi, Xin,Liu, Kaixuan,Wang, Yun,&Zhang, Guigang.(2023).CPRM: Color perception and representation model for fabric image based on color sensitivity of human visual system.TEXTILE RESEARCH JOURNAL,15. |
| MLA | Zhao, Xueqing,et al."CPRM: Color perception and representation model for fabric image based on color sensitivity of human visual system".TEXTILE RESEARCH JOURNAL (2023):15. |
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