4.6 Article

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

期刊

SENSORS
卷 13, 期 4, 页码 4348-4366

出版社

MDPI
DOI: 10.3390/s130404348

关键词

weeds detection accuracy; crop lines detection accuracy; camera-based sensor; extrinsic and intrinsic parameters; uncontrolled illumination; lens vignetting correction

资金

  1. European Union's Seventh Framework Programme (FP7) [245986]
  2. Ministerio de Economia y Competitividad of Spain within the Plan Nacional de I+D+i [AGL2011-30442-C02-02]

向作者/读者索取更多资源

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.

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