期刊文献+

利用模糊特征改进Snakes模型的图像分割 被引量:1

An improved Snakes model using fuzzy feature for image segmentation
原文传递
导出
摘要 利用模糊特征自适应地控制曲线法向力场改进参数主动轮廓模型,改进后的模型可以对弱边缘、无边缘区域和纹理图像进行分割。曲线法向力场加速了曲线收敛到目标区域边界,改进了抓取范围和提取凹区域的能力。对弱边缘图像、医学图像和纹理的分割实验表明,新方法具有良好的性能。 The fuzzy features can contain global,local information and prior knowledge of images.Based on that,the parametric active contour model is improved by using the adaptive normal force of curve relating to fuzzy feature.The improved model provides an image segmentation to images with weak edges,without edges and with texture image.The adaptive balloon force has speeded up the curve convergence to target region boundary,and has improved the capture range and concave object extraction capability.Experimental results show that the novel scheme has a good property of image segmentation to real images including objects with weak edges,medical data imagery and texture.
出处 《光电子.激光》 EI CAS CSCD 北大核心 2010年第3期456-460,共5页 Journal of Optoelectronics·Laser
基金 国家自然科学基金资助项目(60973094) 江苏教育厅高校自然科学研究资助项目(06KJD520048)
关键词 主动轮廓模型 图像分割 模糊特征 integration core image multi-scale edgeflow normalized cut over-segmentation
  • 相关文献

参考文献11

  • 1Kass M, Witkin A, Terzopoulos D. Snakes: Active contour models[J]. International Journal of Computer Vision, 1987,1 (2):321-331.
  • 2Cohen L D. On active contour models and balleons[J]. CVGIP: Image Understanding. 1991,53(2) :211-218.
  • 3Davison N E,Eviatar H,Somorjai R L. Snakes simplified[J]. Pattern Recognition,2000,33(10) ;1651-1664.
  • 4Xu C, Prince J L. Snakes, shapes, and gradient vector flow[J].IEEE Transactions Image Processing, 1998,7(3) : 359-369.
  • 5Zhu S C,Yuille A. Region competition, Unifying snakes, region growing, and Bayes/MDL for multiband image segmentation [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1996,18(9) : 884-900.
  • 6Hou Z Q, Han C Z. Force field analysis snake: an improved parametric active contour model[J]. Pattern Recognition Letters, 2005,26(5) : 513-526.
  • 7Issam Dagher,Kamal El Tom. Water balloons: A hybrid water- shed Balloon Snake segmentation[J].Image and Vision Com- puting, 2008,26(7), 905-912.
  • 8Sum K W,Cheung Paul Y S. Boundary vector field for parametric active contours[J].Pattern Recognition,2007,40(6) :1635- 1645.
  • 9Chan T F, Vese L A. Active contours without edges[J].IEEE Transactions Image Processing, 2001, 10( 2), 266-277.
  • 10Zheng Y, Li G Y, Sun X H, et al. Geometric active contours without re-initialization for image segmentation [J]. Pattern Recognition, 2009,42(9) :1970-1976.

同被引文献2

引证文献1

二级引证文献3

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