期刊文献+

基于SIFT-ACO的图像拼接算法 被引量:2

Image Mosaic Optimization Algorithm Based on SIFT-ACO
下载PDF
导出
摘要 针对具有一定旋转角度的多幅图像拼接问题,提出了一种基于SIFT-ACO的图像拼接算法。对拼接图像进行预处理后,用SIFT算法提取图像特征,将经典的生物智能优化算法ACO加入到图像配准中,对图像特征点进行配准,最后将多幅图像融合,得到一幅宽视角、无缝、高精度的图像。对多组不同角度拍摄的图像进行拼接试验。试验结果表明:在不影响整体视觉效果的前提下,该算法能有效地提高图像拼接精度。 For problems of multiple images stitching of certain rotation angle, puts forward an image mosaic optimiza-tion algorithm based on SIFT-ACO. After the mosaic image preprocessing, the algorithm uses SIFT algorithm to extract the image features, adds classic intelligent optimization algorithm to image registration and makes image feature points registration, at last fuses multiple images and obtains a wide viewing angle, seamless and high precision image. The experimental result of image mosaic of different angles indicates that the algorithm can improve the accuracy of image matching effectively without affecting the overall visual effect.
出处 《湖南工业大学学报》 2014年第1期76-80,共5页 Journal of Hunan University of Technology
基金 国家自然科学基金资助项目(61170102) 湖南省自然科学基金资助项目(11JJ3070) 湖南省教育厅基金资助项目(12A039)
关键词 图像拼接 蚁群算法 图像配准 image mosaic ant colony algorithm image registration
  • 相关文献

参考文献3

二级参考文献27

  • 1J N Wang, M M Oliveira. Improved scene reconstruction from range images[ C ]. Computer Graphics Forum, 2002,21 ( 3 ) : 521 - 530.
  • 2K E Hillesland, S Molinov, R Grzeszczuk. Nonlinear optimization framework for image - based modeling on programmable graphics hardware[ J]. ACM Transactions on Graphics, 2003,22 (3) :925 934
  • 3G P Penney, et al. A Comparison of Measures for Use in 2D -3D Medical Image Registration [ J ]. IEEE Transactions on Medical Imaging, 1998,17(4): 586 -595.
  • 4C Studholme, et al. An Overlap Invariant Entropy Measures of 3D Medical Image Alignment[ J ]. Pattern Recognition, 1999,32 ( 1 ) : 71 - 86.
  • 5J Kennedy, R C Eberhart. Particle swarm optimization [ C ]. Proceedings of IEEE International Conference on Neural Networks, IEEE, 1995, IV: 1942-1948.
  • 6J Rigau, et al. Medical image segmentation based on mutual information maximization [ C ]. Proceedings of MICCAI 2004, Berlin : Springer - Verlag, 2004. 135 - 142.
  • 7R Szeliski, S B Kang. Direct method for visual scene reconstruction[ C]. Proceedings of IEEE Workshop on Presentation of visual scenes. Cambridge Massachusetts, 1995.26 - 33.
  • 8徐劫.面向高精度遥感图像的匹配算法的研究与开发[D].杭州:浙江大学,2008.
  • 9Eberhart R C,Kennedy J.A new optimizer usmg particles swarm theory[C]//Proc Sixth International Symposium on Micro Machine and Human Science,Nagoya,Japan,1995.
  • 10Eberhat R C,Kennedy J.Particles swarm optimization[C]//IEEE In-ternational Conference on Neural Network,Perth,Australia,1995.

共引文献19

同被引文献12

引证文献2

二级引证文献10

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