Grape Leaf Black Rot Detection Based on Super-Resolution Image Enhancement and Deep Learning

The disease spots on the grape leaves can be detected by using the image processing and deep learning methods. However, the accuracy and efficiency of the detection are still the challenges. The convolutional substrate information is fuzzy, and the detection results are not satisfactory if the disea...

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Veröffentlicht in:Frontiers in plant science 2021-06, Vol.12, p.695749-695749
Hauptverfasser: Zhu, Jiajun, Cheng, Man, Wang, Qifan, Yuan, Hongbo, Cai, Zhenjiang
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Sprache:eng
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Zusammenfassung:The disease spots on the grape leaves can be detected by using the image processing and deep learning methods. However, the accuracy and efficiency of the detection are still the challenges. The convolutional substrate information is fuzzy, and the detection results are not satisfactory if the disease spot is relatively small. In particular, the detection will be difficult if the number of pixels of the spot is
ISSN:1664-462X
1664-462X
DOI:10.3389/fpls.2021.695749