Journal
COMPUTERS AND ELECTRONICS IN AGRICULTURE
Volume 90, Issue -, Pages 159-163Publisher
ELSEVIER SCI LTD
DOI: 10.1016/j.compag.2012.09.014
Keywords
Pathogen infection; Computer vision; Thermal imaging; Chlorophyll fluorescence imaging; Apple scab
Funding
- la Region des Pays de la Loire
- le Conseil General du Maine et Loire
- Angers Loire Metropole
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Fluorescence imaging has recently been shown to be useful for the detection of apple scab, and thermal imaging for both detection and quantification of apple scab. We undertake a comparison of these two techniques and demonstrate the advantages of thermal imaging compared to fluorescence imaging to detect and quantify the presence of apple scab at the surface of leaves. We demonstrate, in practical environmental conditions of growth chambers, the advantages of thermal imaging compared to fluorescence imaging in terms of detection in the framework of a Neyman-Pearson strategy with the Bhattacharrya distance and ROC curves and in terms of quantification by establishing a linear relationship between percentage of leaf diseased area estimated visually and percentage of leaf area estimated by imaging segmentation. This opens perspectives for quantitative aspect of pathogenicity in the study of apple scab and constitutes a general framework for the comparison of nonconventional optical imaging applied to plant pathology. (C) 2012 Elsevier B.V. All rights reserved.
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