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Analysis of natural images processing for the extraction of agricultural elements

Analysis of natural images processing for the extraction of agricultural elements

Starting at: Rs.5,500.00

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Analysis of natural images processing for the extraction of agricultural elements

several developed computer-vision-based methods for the estimation of percentages of weed, crop and soil present in an image showing a region of interest of the crop field. The visual detection of weed, crop and soil is an arduous task due to physical similarities between weeds and crop and to the natural and therefore complex environments (with non-controlled illumination) encountered. The image process-ing was divided in three different stages at which each different agricultural element is extracted: (1) seg-mentation of vegetation against non-vegetation (soil), (2) crop row elimination (crop) and (3) weed extraction (weed). For each stage, different and interchangeable methods are proposed, each one using a series of input parameters which value can be changed for further refining the processing. A genetic algo-rithm was then used to find the best value of parameters and method combination for different sets of images. The whole system was tested on several images from different years and fields, resulting in an aver-age correlation coefficient with real data (bio-mass) of 84%, with up to 96% correlation using the best meth-ods on winter cereal images and of up to 84% on maize images. Moreover, the methodís low computational complexity leads to the possibility, as future work, of adapting them to real-time processing.



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  • Model: PROJ7638
  • 999 Units in Stock
  • Manufactured by: ClickMyProjects

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This product was added to our catalog on Monday 31 July, 2017.

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