期刊文献+

复杂光照下变电站指针式仪表图像自动识别研究 被引量:5

Automatic Recognition of Pointer Instrument Image in Substation Under Complex Illumination
下载PDF
导出
摘要 在无人巡检变电站中光照环境复杂,巡检机器人拍摄的照片总会出现光照不均匀现象,为消除复杂光照对图像识别的影响,首先使用基于Retinex理论的自适应Gamma增强算法去掉仪表图像不均匀光照的影响,使图像亮度均衡,然后使用双阈值算法对图像二值化,再进行骨架化处理,用Hough变换对指针提取,最后用查表法读取仪表示数。试验表明,使用该算法能有效克服不均匀光照的影响,二值化效果良好,指针仪表示数读取准确率提高。 The illumination environment is complex in unattended substation inspection. In the process of inspection, the photos taken by the robot always appear uneven illumination. A solution was proposed to eliminate the complex illumination for image recognition. Firstly, an adaptive enhancement algorithm based on Gamma Retinex theory was used to remove the nonuniform illumination of meter image and make the image brightness equalization. Secondly, the double threshold algorithm was used to image binarization and then processed to extract the skeleton. The pointer was extracted with Hough transform and finally the look-up table method was used to show the number of reads. Experiments showed that the algorithm could effectively overcome the influence of uneven illumination, and has good binarization value. The accuracy of pointer meter reading accuracy was improved.
作者 刘玉翠 周志强 曹玲芝 LIU Yucui;ZHOU Zhiqiang;CAO Lingzhi(Zhengzhou University of Light Industry, Zhengzhou 450000, Chin)
机构地区 郑州轻工业学院
出处 《电工技术》 2018年第7期13-15,107,共4页 Electric Engineering
关键词 复杂光照 指针式仪表 图像二值化 complex illumination pointer instrument image binaryzation
  • 相关文献

参考文献5

二级参考文献22

  • 1王学伟,于锴峰,王琳.红外图像锁相滤波去噪算法的研究[J].电测与仪表,2008,45(6):38-42. 被引量:6
  • 2宁志刚,汪仁煌,张艳玲,谭义.基于图像识别的指针式仪表阻尼时间测量方法[J].电测与仪表,2005,42(11):49-52. 被引量:3
  • 3Ostu N. A Threshold Selection Method from Gray-level Histogram [J]. IEEE Trans Systems Man Cybernetic, 1978,(8):62-65.
  • 4Bernsen J. Dynamic Thresholding of Gray-level Images[A]. Proc of 8th Intel Conf on Patt. Recog[C]. Paris, France: IEEE Computer Society Press, 1986:1251-1255.
  • 5Kenneth.RCastleman.Digitalimageprocessing[M]北京:电子工业出版社,1998:24-30.
  • 6Ghugardare,R.P,Narote,S.P,Mukherji,P,Kulkarni,P.M. Optical character recognition system for seven segment display images of measuring instruments[A].2009.1-6.
  • 7Han Jiale,Tao Bingjie,Lv Ming. Reading recognition method of analog measuring instruments based on improved hough transform[A].2011.377-380.
  • 8马颂德;张正友.计算机视觉[M]北京:科学出版社,199872-78.
  • 9Ma S D,wei G Q,Huang J F. Segment Based Camera Calibration[J].Journal of Computer Science and Technology,1993,(01):11-16.
  • 10叶芗芸,戚飞虎,吴健渊,许磊.文本图像的快速二值化方法[J].红外与毫米波学报,1997,16(5):344-356. 被引量:34

共引文献91

同被引文献45

引证文献5

二级引证文献27

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