期刊文献+

基于DSP的SVM算法实现鱼眼镜头畸变校正

Real-time rectification of fisheye lens using SVM based on DSP
在线阅读 下载PDF
导出
摘要 鱼眼镜头应用于全方位视觉跟踪导航系统中,但其产生的畸变如不加以精确实时的校正必然导致定位错误和偏差。本文创新地采用鱼眼镜头所采集的图像特征点训练支持向量机(SVM),使其产生回归径向距离的模型并生成坐标映射,然后通过查表法实时的校正采集的图像,用TMS320DM642处理鱼眼镜头畸变的实时校正。结果证实,该方法校正效果好,响应速度快,满足图像处理的实时性要求;并且用DSP代替以往PC运算,可简化整体结构,压缩系统体积。 Fisheye lens is used in omni-directional image system of tracking and navigation. The distortion of fisheye lens, however, must lead to error in positioning if isn't accurately corrected. In this passage, SVM is trained using points gathered by fisheye lens and then makes a model for radial distance regression. Then the distortion can be realtimely corrected by means of table checking. The whole rectification process is finished on DSP TMS320DM642. Results using this method have verified that the degree of the rectification is sufficient and provides high speed response, which is required for accurate analysis of the image; instead of PC, DSP can simplify the structure and reduce the size.
出处 《电子测量技术》 2008年第9期154-156,184,共4页 Electronic Measurement Technology
基金 国家863资助项目(2007AA04Z229)
关键词 鱼眼镜头 DSP 畸变校正 支持向量机 fisheye lens DSP distortion correction SVM
作者简介 秦洁,女,1984年出生,主要研究方向为视觉检测。E-mail:qiNieths@yahoo.com.cn
  • 相关文献

参考文献7

  • 1DEVERNAY F, FAUGERAS O. Straight lines have to be straight; automatic calibration and removal of distortion from scenes of structured environments [J]. Machine Vision and Applications, Heidelberg, Springer Berlin, 2001,13 ( 1 ) : 14-24.
  • 2TASI R Y. A versatile camera calibration technique for high- accuracy 3D machine vision[J]. International Journal of Robotics and Automation, 1987, 3 (4) 323-344
  • 3MAYBANK S. Theory of Reconstruction from Image Motion[C]. In: Springer Series in Information Sciences, New York. Springer, 1993,261-265.
  • 4贾云得,吕宏静,徐岸,刘万春.一种鱼眼镜头成像立体视觉系统的标定方法[J].计算机学报,2000,23(11):1215-1219. 被引量:27
  • 5VAPNIK V. The Nature of Statistical Learning Theory[M]. New York: Springer, 1995.
  • 6张军,李含善.可编程视频信号输入处理器SAA7111[J].国外电子元器件,2002(8):39-42. 被引量:21
  • 7HRABAR S, SUKHATME G S. Omni-direetional Vision for an Autonomous Helicopter [C]. In: Proceedings of the 2003 IEEE International Conference: Roboties and Automation, Los Angeles USA, 2003,1, 558-563.

二级参考文献3

  • 1Xiong Y,Proceedings of the IEEE International Conference on Computer Vision and PatternR,1997年,237页
  • 2Weng J,IEEE Trans Pattern Anal Machine Intell,1992年,14卷,10期,965页
  • 3Philips Semiconductors, DATA SHEET SAA7111 Video Input Processor (VIP)

共引文献46

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