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APARAJITA, A. SINGH, A. DUTTA, M. KŘÍŽ, P. ŘÍHA, K.
Originální název
Image Processing Based Automated Identification of Late Blight Disease from Leaf Images of Potato Crops
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
Late Blight is one of the most common and devastating disease for potato crops in all over the world. For less use of pesticide and to minimize loss of potato crops, identification of late blight disease is necessary. The conventional method of disease identification is based on visual assessments which is a time consuming process and involves manpower. The proposed work presents image processing based automated identification of late blight disease from leaf images. In the proposed method, adaptive thresholding is used for segmentation of disease affected area from leaf image. The threshold value is calculated using statistical features of image which makes the proposed system fully automatic and invariant under environmental conditions. The proposed method is tested on leaf images of potato crops obtained from plant village database associated with Land Grant Universities in the USA and achieved 96% accuracy. The experimental results indicate that proposed method for segmentation of disease affected area from leaf image is convincing and computationally cheap.
Klíčová slova
Late blight; Leaf; Image processing; Segmentation; Adaptive Thresholding
Autoři
APARAJITA, A.; SINGH, A.; DUTTA, M.; KŘÍŽ, P.; ŘÍHA, K.
Vydáno
5. 7. 2017
Místo
Barcelona, Španělsko
ISBN
978-1-5090-3981-4
Kniha
Proceedings of the 40th International Conference on Telecommunications and Signal Processing (TSP 2017)
ISSN
1805-5435
Periodikum
International Conference on Telecommunications and Signal Processing (TSP)
Stát
Česká republika
Strany od
758
Strany do
762
Strany počet
5
URL
https://ieeexplore.ieee.org/document/8076090
BibTex
@inproceedings{BUT138284, author="Aparajita {Aparajita} and Anushikha {Singh} and Malay Kishore {Dutta} and Petr {Kříž} and Kamil {Říha}", title="Image Processing Based Automated Identification of Late Blight Disease from Leaf Images of Potato Crops", booktitle="Proceedings of the 40th International Conference on Telecommunications and Signal Processing (TSP 2017)", year="2017", journal="International Conference on Telecommunications and Signal Processing (TSP)", pages="758--762", address="Barcelona, Španělsko", doi="10.1109/TSP.2017.8076090", isbn="978-1-5090-3981-4", issn="1805-5435", url="https://ieeexplore.ieee.org/document/8076090" }