[1]徐雨露,侯 珏,杨 阳,等.基于色彩和边缘信息的妆花缎意匠图自动生成技术[J].服装学报,2025,10(03):275-282.
 XU Yulu,HOU Jue,YANG Yang,et al.Technology for Automatic Generation of Zhuanghua Satin Pattern Grids from Color and Edge Features[J].Journal of Clothing Research,2025,10(03):275-282.
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基于色彩和边缘信息的妆花缎意匠图自动生成技术()

《服装学报》[ISSN:2096-1928/CN:32-1864/TS]

卷:
第10卷
期数:
2025年03期
页码:
275-282
栏目:
图像处理及生成技术专题
出版日期:
2025-07-01

文章信息/Info

Title:
Technology for Automatic Generation of Zhuanghua Satin Pattern Grids from Color and Edge Features
作者:
徐雨露1; 2;  侯 珏1; 2;  杨 阳1; 2;  刘 正*2; 3
1.浙江理工大学 服装学院,浙江 杭州 310018; 2.浙江省服装工程技术研究中心,浙江 杭州 310018; 3. 浙江理工大学 国际时装技术学院,浙江 杭州 310018
Author(s):
XU Yulu1;  HOU Jue1; 2;  YANG Yang1; 2;  LIU Zheng*2; 3
1.School of Fashion Design and Engineering, Zhejiang Sci-Tech University,Hangzhou 310018, China; 2.Zhejiang Provincial Engineering Research Center of Clothing Technology,Zhejiang Sci-Tech University, Hangzhou 310018, China; 3.International Institute of Fashion Technology, Zhejiang Sci-Tech University, Hangzhou 310018, China
分类号:
TP 391.41; TS 941.11
文献标志码:
A
摘要:
针对传统妆花缎意匠图人工绘制效率低、效果受主观因素制约等问题,提出一种基于分层分色技术的自动生成方法。通过K-means++聚类算法和Canny边缘检测技术分别提取色彩层和纹样边缘层,经图像融合与孔洞填充处理后获得高精度的意匠分色图; 结合通经断纬工艺特点,创新性地采用距离阈值并色模型计算色块像素的最短水平距离,实现智能并色处理。研究结果表明:基于分层分色技术自动生成的分色图色彩分布集中,平均连通域计数比达0.98,其分色效果显著优于现有软件。该技术可有效解决纹样边缘模糊问题,提升意匠图设计效率,为妆花缎织造工艺的数字化升级提供了可靠的技术支持。
Abstract:
To address the issues of low efficiency and subjective influence in traditional manual drawing of Zhuanghua satin pattern grids, this study proposed an automatic generation method based on layered color separation technology. The K-means++ clustering algorithm and Canny edge detection technique were employed to extract the color layers and pattern edge layers respectively. High-precision color-separated pattern grids were obtained through image fusion and hole-filling processing. Incorporating the characteristics of warp-continuity and weft-discontinuity weaving techniques, an innovative distance-threshold-based color merging model was developed to calculate the shortest horizontal distance between color block pixels for intelligent color merging. Experimental results demonstrate that: the generated color-separated images exhibit concentrated color distribution, achieving an average connected-component count ratio of 0.98; the color separation effect significantly outperforms existing software solutions. The proposed method effectively resolves pattern edge blurring issues and improves pattern grid design efficiency. This technology provides reliable technical support for the digital upgrading of Zhuanghua satin weaving processes.

参考文献/References:

[1] 金砚舒. 南京云锦织造工艺的传承研究[D]. 南京:南京信息工程大学,2016.
[2] 戴健. 南京云锦[M]. 苏州: 苏州大学出版社, 2009: 118-123.
[3] 钮圣虓,王盛,杨晶晶,等. 完全基于边缘信息的快速图像分割算法[J]. 计算机辅助设计与图形学学报,2012,24(11):1410-1419.
NIU Shengxiao, WANG Sheng, YANG Jingjing, et al. A fast image segmentation algorithm fully based on edge information[J]. Journal of Computer-Aided Design and Computer Graphics, 2012,24(11):1410-1419.(in Chinese)
[4] 赵海英, 杨一帆, 徐光美. 基于边缘形态变换的彩色织物图像分割算法[C]//第十五届全国图象图形学学术会议论文集.广州:中国图象图形学学会,2010: 319-323.
[5] 蒋昭琼,应婧,王春霞,等. 基于双参数阈值的蚕茧分割及双宫茧识别研究[J]. 丝绸,2023,60(4):18-25.
JIANG Zhaoqiong, YING Jing, WANG Chunxia, et al. Research on cocoon segmentation and double cocoon recognition based on two-parameter thresholds[J]. Journal of Silk,2023,60(4):18-25.(in Chinese)
[6] CASTILLO-MARTíNEZ M ?, GALLEGOS-FUNES F J, CARVAJAL-G?MEZ B E, et al. Color index based thresholding method for background and foreground segmentation of plant images[J]. Computers and Electronics in Agriculture, 2020, 178: 105783.
[7] QIAN M, WANG Z F, HUANG X T, et al. Color segmentation of multicolor porous printed fabrics by conjugating SOM and EDSC clustering algorithms[J]. Textile Research Journal, 2022, 92(19/20): 3488-3499.
[8] 傅艺扬, 刘妹琴, 樊臻, 等. 基于纹理滤波和颜色聚类的提花织物纹样自动提取方法[J]. 丝绸, 2019, 56(12): 9-15.
FU Yiyang, LIU Meiqin, FAN Zhen, et al. Automatic pattern extraction of jacquard fabric based on texture filtering and color clustering[J]. Journal of Silk, 2019, 56(12): 9-15.(in Chinese)
[9] WANG J, LI S G, YANG C. Fast segmentation of tea flowers based on color and region growth[C]//Eleventh International Conference on Digital Image Processing. Guangzhou: SPIE,2019: 65.
[10] 朱家乙, 杨宏双, 何伟, 等. 一种基于区域分割的直方图均衡算法[J]. 红外技术, 2022, 44(6): 587-592.
ZHU Jiayi, YANG Hongshuang, HE Wei, et al. Implementation of a histogram equalization algorithm based on image segmentation[J]. Infrared Technology, 2022, 44(6): 587-592.(in Chinese)
[11] CHAMORRO-MARTíNEZ J, MENGíBAR-RODRíGUEZ M, MARTíNEZ-JIMéNEZ P M. A path-based fuzzy approach to color image segmentation[C]//2021 IEEE International Conference on Fuzzy Systems. Luxembourg:IEEE, 2021: 1- 6.
[12] WU C, ZHANG L, ZHANG H W, et al. Superpixel based hierarchical segmentation for color image[J]. IEICE Transactions on Information and Systems, 2020, 103(10): 2246-2249.
[13] LEI T, JIA X H, ZHANG Y N, et al. Superpixel-based fast fuzzy C-means clustering for color image segmentation[J]. IEEE Transactions on Fuzzy Systems, 2019, 27(9): 1753-1766.
[14] 王鹏宇, 游有鹏, 杨雪峰. 基于颜色量化和密度峰聚类的彩色图像分割[J]. 计算机工程与应用, 2020, 56(2): 211-215.
WANG Pengyu, YOU Youpeng, YANG Xuefeng. Color image segmentation based on color quantization and density peak clustering[J]. Computer Engineering and Applications, 2020, 56(2): 211-215.(in Chinese)
[15] MO H F, XU B G, OUYANG W B, et al. Color segmentation of multi-colored fabrics using self-organizing-map based clustering algorithm[J]. Research Journal, 2017, 87(3): 369-380.
[16] CHEN D L, CHENG P P. A method to extract batik fabric pattern and elements[J]. The Journal of the Textile Institute, 2021, 112(7): 1093-1099.
[17] 向军, 张杰, 潘如如, 等. 采用纹理平滑的印花织物图案轮廓提取[J]. 纺织学报, 2017, 38(11): 162-167.
XIANG Jun, ZHANG Jie, PAN Ruru, et al. Graphic contour extraction for printed fabric based on texture smoothing[J]. Journal of Textile Research, 2017, 38(11): 162-167.(in Chinese)
[18] TOMASI C, MANDUCHI R. Bilateral filtering for gray and color images[C]//Sixth International Conference on Computer Vision. Bombay: IEEE, 1998: 839-846.
[19] Arthur D, Vassilvitskii S. K-means++ the advantages of careful seeding[C]//Proceedings of the eighteenth annual ACM-SIAM symposium on discrete algorithms.New Orleans: Association for Computing Machinery(ACM),2007: 1027-1035.
(责任编辑:张 雪)

更新日期/Last Update: 2025-06-30