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Titlu: | Banana plant disease diagnosis by image processing and soft computing techniques [articol] |
Autori: | Anthiraja, A. Vijayakumar, P. |
Subiecte: | Segmentation Perceptron algorithm CBR ROC Fuzzy logic |
Data publicării: | 2021 |
Editura: | Timișoara : Editura Politehnica |
Citare: | Anthiraja, A; Vijayakumar, P.: Banana plant disease diagnosis by image processing and soft computing techniques. Timişoara: Editura Politehnica, 2021. |
Serie/Nr. raport: | Journal of Electrical Engineering;Vol 21 No 1 |
Abstract: | A s it is observed that the banana production is affected by various disease condition and causing huge loss to the poor farmers. By using modern technology of image process and soft computing, these can be identified at the earlier stage and appropriate precautions can be taken to avoid further damage and hence increase in healthy production. Through the pre processing technique, image is input to get normalization and median filter is done to remove the noise. Then segmentation process is done for feature extraction, followed by classification techniques. In this classification techniques two algorithms are used, that is the perceptron and case based reasoning for diagnosis of disease. Then fuzzy logic is used for making decision. Then syst em evaluation Receiver Operating Characteristics ( ROC curve is used. Analysis shows Case based reasoning ( algorithm is better than perceptron algorithm. |
URI: | https://dspace.upt.ro/xmlui/handle/123456789/6465 |
ISSN: | 1582-4594 |
Colecţia: | Articole științifice/Scientific articles |
Fişierele documentului:
Fişier | Descriere | Mărime | Format | |
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BUPT_ART_Athiraja_F.pdf | 1.09 MB | Adobe PDF | Vizualizare/Deschidere |
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