A hough transform-based method for radial lens distortion correction

被引:38
作者
Cucchiara, R [1 ]
Grana, C [1 ]
Prati, A [1 ]
Vezzani, R [1 ]
机构
[1] Univ Modena, Dipartimento Ingn Informaz, I-41100 Modena, Italy
来源
12TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS | 2003年
关键词
D O I
10.1109/ICIAP.2003.1234047
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presents an approach for a robust (semi-)automatic correction of radial lens distortion in images and videos. This method, based on Hough Transform, has the characteristic to be applicable also on videos from unknown cameras that, consequently, can not be a priori calibrated. We approximated the lens distortion by considering only the lower-order term of the radial distortion. Thus, the method relies on the assumption that pure radial distortion transforms straight lines into curves. The computation of the best value of the distortion parameter is performed in a multi-resolution way. The method precision depends on the scale of the multi-resolution and on the Hough space's resolution. Experiments are provided for both outdoor, uncalibrated camera and indoor, calibrated one. The stability of the value found in different frames of the same video demonstrates the reliability of the proposed method.
引用
收藏
页码:182 / 187
页数:6
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