摘要
为提高数显仪表的识别精度和速度,提出一种针对多参数数显仪表的自动识别方法,并以电焊机的电流和电压作为算法验证。对于数显表显示的字符3和7,由于这两个字符的宽度原因,传统的穿线法会导致较高的错误识别率,因此提出一种用倾斜直线代替传统的竖直直线的改进方法。由于数显仪表的字符颜色种类繁多,利用V通道(HSV色彩空间)特征解决各种颜色数显的识别,并且减少计算量、提高定位精度。通过分析字符的特征,利用字符右侧边界的高度信息快速确定小数点位。实验结果表明该算法能够以较高精度实时识别电焊机上的多参数字符和小数点。静态识别率为99%,平均识别时间7.2 ms/张,相机动态识别率为98.4%,平均识别时间为8.5 ms/张。
A novel recognition method for the digital display instrument with multi-parameters was proposed to improve the recognition accuracy and speed in this paper.This paper mainly suggested algorithm for recognition of the current and voltage which were presented on electric welding machine.As for character‘3’and‘7’of the studied object,the traditional crossing method leaded to false recognition because of the character width.Therefore the slanted straight line was proposed to replace the original vertical line in the paper.Because of the various types of character color of the digital display instrument,value channel(HSV color space)was extracted to solve all sorts of color digital display and reduce computational cost and improve location precision.Decimal point was detected by acquiring the height information at the right edge of the character.The experimental results show that the character and decimal point can be recognized by high recognition accuracy and high real-time performance for digital display instrument which have multiparameters.The accuracy of the algorithm method for static test and dynamic test is99%and98.4%respectively;their average time is7.2ms and8.5ms per image respectively.
作者
曾科
高潮
扶新
郭永彩
秦琨
王攀峰
ZENG Ke;GAO Chao;FU Xin;GUO Yongcai;QIN Kun;WANG Panfeng(Key Laboratory of Optoelectronic Technology and Systems of Ministry of Education,Chongqing University,Chongqing400044,China;Centre of Measurement Test,Chongqing Chang'an Industry(Group)Co.,Ltd.,Chongqing400023,China)
出处
《中国测试》
CAS
北大核心
2018年第12期122-128,共7页
China Measurement & Test
基金
国防工业计量研究项目(JSJL2015209B001)
关键词
字符识别
图像处理
特征提取
图像分割
小数点识别
character recognition
image preprocessing
feature extraction
image segmentation
decimal point recognition