Automatic Image-Based Plant Disease Severity Estimation Using Deep Learning

  title={Automatic Image-Based Plant Disease Severity Estimation Using Deep Learning},
  author={Guan Wang and Yu Sun and Jianxing Wang},
  booktitle={Comp. Int. and Neurosc.},
Automatic and accurate estimation of disease severity is essential for food security, disease management, and yield loss prediction. Deep learning, the latest breakthrough in computer vision, is promising for fine-grained disease severity classification, as the method avoids the labor-intensive feature engineering and threshold-based segmentation. Using the apple black rot images in the PlantVillage dataset, which are further annotated by botanists with four severity stages as ground truth, a… CONTINUE READING
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