期刊文献+

基于RGB模型颜色相似性的彩色图像分割 被引量:31

Color Image Segmentation Based on Color Similarity of RGB Model
下载PDF
导出
摘要 图像分割是图像处理的重要步骤,由于彩色图像含有的信息比灰度图像还多,因而对彩色图像分割的研究越来越受到人们的关注.提出一种新的基于RGB空间颜色相似性的彩色图像分割方法.首先比较各种颜色模型的优势与不足,然后根据RGB颜色空间的颜色信息和亮度信息提出一种计算在RGB空间下颜色相似性的方法,再结合提出的图像颜色分量计算方法,从而形成颜色分类地图,最后根据颜色分类图进行像素划分,得到分割结果.实验在Matlab平台上进行,结果表明:对于颜色分明的图像,该算法准确性高,有较好的健壮性和较低的计算复杂度,能很好应用在图像前景与背景分割应用上. The research of color image segmentation attracts more and more people's attention for color image has more information than gray image. In this paper, a novel color image segmentation method is proposed based on color similarity in RGB color space. According to the color and luminance information in RGB color space, the dominant color is determined firstly; then a scale invariant and semantic mathematic model, called SIMILATION, is exploited to calculating color similarity, and Combined with the proposed calculations method of color component, which creates a color-class map. Finally, the information of the corresponding color-class map is utilized to classify the pixels. Experimental results clearly show that the proposed color similarity based color image segmentation algorithm is accurate, robust with low computational complexity.
出处 《计算机系统应用》 2013年第3期128-131,160,共5页 Computer Systems & Applications
基金 国家自然科学基金(61202376)
关键词 图像分割 颜色相似性 颜色分量 颜色分类地图 MATLAB image segmentation color similarity color component color-class map Matlab
  • 相关文献

参考文献10

  • 1林开颜,吴军辉,徐立鸿.彩色图像分割方法综述[J].中国图象图形学报(A辑),2005,10(1):1-10. 被引量:322
  • 2Lopes NV, Bustince H, Melo-Pinto P, Pedro AM. Automatic histogram threshold using fuzzy measures. Image Processing, 2010,19(1):199-204.
  • 3Peng B, Zhang L, Zhang D. Automatic image segmentation by dynamic region merging. Image Processing, 2011,20(12): 3592-3605.
  • 4Celenk M. Colour image segmentation by clustering. Computers, 1991,138(5):368-376.
  • 5Jayaram S, Schmugge S, Shin MC, Tsap LV. Effect of colorspace lrensformafion, the illuminance component, and color modeling on skin detection. American: IEEE, 2004: 813-818.
  • 6Kwok NM, Fang G, Ha QP. Effect of color space on color image scgmontafion. American: IEEE, 2009:1-5.
  • 7成喜春,全燕鸣.基于HSI模型的彩色图像背景减法[J].计算机应用,2009,29(B06):231-232. 被引量:18
  • 8黄志勇,孙光民,李芳.基于RGB视觉模型的交通标志分割[J].微电子学与计算机,2004,21(10):147-148. 被引量:40
  • 9Wang S. Color image segmentation based on color similarity. American: IEEE, 2009:1-4.
  • 10Chapron M. A new chromatic edge detector used for color image segmentation. Washington: IEEE, 1992:311-314.

二级参考文献17

  • 1吴则举,陈俊东,刘云,Roemer Louis.静止背景的视频对象分割[J].青岛科技大学学报(自然科学版),2004,25(5):457-460. 被引量:6
  • 2刘健庄,谢维信.高效的彩色图像塔形模糊聚类分割方法[J].西安电子科技大学学报,1993,20(1):40-46. 被引量:5
  • 3刘重庆,程华.分割彩色图像的一种有效聚类方法[J].模式识别与人工智能,1995,8(A01):133-138. 被引量:7
  • 4N Kehtarnavaz, N C Griswodd, D S Kang. Stop-sign recognition based on colour-shap processing. Machine Vision and Applications, 1993.6: 206-208.
  • 5L Priese, V Rehrmann. On Hierarchical color segmentation and applications. Proc, CVPR 1993, 633-634.
  • 6L Priese, V R Lakmann, R S chian. New results on traffic sign recognition. In IEEE Proc. Intelligent Vehicles'94Symposium, 1994:249-253.
  • 7D Krumbiegel, K-F Kraiss, S Schrieber. A connectionist traffic sign recognition system for onboard driver information. 5th IFAC/IFIP/IFORS/IEA Symposium on Anlaysis,Design and Evaluation of man-Machine Systems 1992,201-206.
  • 8杨修铭,刘昆灏,刘昭麟.干扰状况下之交通标志侦测及辨识.台湾省人工智能学会第七届人工智慧与应用研讨会论文集.2002:555-560.
  • 9力军.道路交通标志中的科学[J].拖拉机汽车驾驶员,1999(4):33-33. 被引量:1
  • 10罗希平,田捷,诸葛婴,王靖,戴汝为.图像分割方法综述[J].模式识别与人工智能,1999,12(3):300-312. 被引量:233

共引文献377

同被引文献271

引证文献31

二级引证文献89

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部