Computer Science ›› 2018, Vol. 45 ›› Issue (11A): 185-188.

• Pattem Recognition & Image Processing • Previous Articles     Next Articles

Method for Visual Adjustment of Two-camera Position Based on GA-BP Neural Network

YANG Feng-kai, CHENG Su-xia   

  1. School of Electrical and Electronic Engineering,Huazhong University of Science and Technology,Wuhan 430074,China
  • Online:2019-02-26 Published:2019-02-26

Abstract: The target template was designed and the BP neural network model was proposed,which can calculate the position deviation parameter between the two cameras according to the image coordinates of the feature points on the target template on the dual camera.GA algorithm is used to optimize BP neural network to compensate the shortco-mings.The training sample data set is used to train the proposed model,and the model is tested with the test sample data set,and finally the training model is used for the actual production of the two-camera module.The actual application results show that the calibration precision and time can meet the requirements of actual production based on the proposed method.

Key words: Two-camera module, Position, BP neural network, GA algorithm, Visual adjustment

CLC Number: 

  • TP3-0
[1]唐庆顺,吴春富,李国栋,等.移动机器人车载摄像机位姿的高精度快速求解[J].山东大学学报(理学版),2015,50(3):32-40.
[2]赵霞,袁家政,刘宏哲.基于视觉的目标定位技术的研究进展[J].计算机科学,2016,43(6):10-16.
[3]龙邹荣,冯鹏,杨荣来,等.复杂场景双目立体视觉测量精确定位系统研究[J].光电子·激光,2017,28(11):1252-1260.
[4]王德海,洪伟,程群哲.基于双目立体视觉的目标识别与定位[J].吉林大学学报(信息科学版),2016,34(2):289-296.
[5]江士雄,曹丹华,吴裕斌.面向机器人抓取的双目视觉系统标定与目标位姿估计算法[J].仪表技术与传感器,2016,16:110-114.
[6]张杰,王建民,杨志刚,等.模糊神经网络在磨机负荷控制中的应用[J].仪表技术与传感器,2014,5:66-69.
[7]李秀娟,刘伟,李珊红.基于双目视觉导航的仿生机器人鲁棒控制算法[J].计算机科学,2017,44(8):318-321.
[8]陈梦婷,闫冬梅,王刚.基于Harris角点和SIFT描述符的高分辨率遥感影像匹配算法[J].中国图像图形学报,2012,17(11):1453-1460.
[9]陈双叶,王善喜.PTZ摄像机跟踪运动目标的智能控制算法的研究[J].计算机科学,2015,42(S2):135-139.
[10]严旭,李思源,张征.基于遗传算法的BP神经网络在城市用水量预测中的应用[J].计算机科学,2016,43(S2):547-550.
[11]陈馈,牛彦杰,李阁强,等.基于单神经元PID的盾构推进系统同步控制研究[J].工程设计学报,2017,24(3):330-337.
[12]李亚,刘丽平,李柏青,等.基于改进K-Means聚类和BP神经网络的台区线损率计算方法[J].中国电机工程学报,2016,36(17):4543-4551.
[13]姜长泓,张永恒,王盛慧.基于改进粒子群优化算法的PID控制器参数优化[J].应用科学学报,2017,35(5):667-675.
[14]胡宋国峰,梁昌勇,梁淼,等.改进遗传算法优化BP神经网络的旅游景区日客流量预测[J].小型微型计算机系统,2014(9):2137-2140.
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