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Camera Sensor Arrangement for Crop/Weed Detection Accuracy in Agronomic Images

机译:用于农艺图像中作物/杂草检测精度的相机传感器装置

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In Precision Agriculture, images coming from camera-based sensors are commonly used for weed identification and crop line detection, either to apply specific treatments or for vehicle guidance purposes. Accuracy of identification and detection is an important issue to be addressed in image processing. There are two main types of parameters affecting the accuracy of the images, namely: (a) extrinsic, related to the sensor's positioning in the tractor; (b) intrinsic, related to the sensor specifications, such as CCD resolution, focal length or iris aperture, among others. Moreover, in agricultural applications, the uncontrolled illumination, existing in outdoor environments, is also an important factor affecting the image accuracy. This paper is exclusively focused on two main issues, always with the goal to achieve the highest image accuracy in Precision Agriculture applications, making the following two main contributions: (a) camera sensor arrangement, to adjust extrinsic parameters and (b) design of strategies for controlling the adverse illumination effects.
机译:在精准农业中,来自基于相机的传感器的图像通常用于杂草识别和农作物线检测,以进行特定处理或用于车辆引导。识别和检测的准确性是图像处理中要解决的重要问题。有两种主要类型的参数会影响图像的准确性,即:(a)与传感器在拖拉机中的位置有关的外部参数; (b)与传感器规格有关的固有特性,例如CCD分辨率,焦距或光圈孔径等。此外,在农业应用中,存在于室外环境中的不受控制的照明也是影响图像精度的重要因素。本文专门针对两个主要问题,始终以在“精准农业”应用中实现最高图像精度为目标,做出了以下两个主要贡献:(a)摄像机传感器布置,调整外部参数和(b)设计策略用于控制不利的照明效果。

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