Detection of plant leaf diseases using image segmentation and soft computing techniques
Agricultural productivity is something on which economy highly depends. This is the one of the reasons that disease detection in plants plays an important role in agriculture field, as having disease in plants are quite natural. If proper care is not taken in this area then it causes serious effects...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Elsevier
2017-03-01
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| Series: | Information Processing in Agriculture |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2214317316300154 |
| _version_ | 1797701786988969984 |
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| author | Vijai Singh A.K. Misra |
| author_facet | Vijai Singh A.K. Misra |
| author_sort | Vijai Singh |
| collection | DOAJ |
| description | Agricultural productivity is something on which economy highly depends. This is the one of the reasons that disease detection in plants plays an important role in agriculture field, as having disease in plants are quite natural. If proper care is not taken in this area then it causes serious effects on plants and due to which respective product quality, quantity or productivity is affected. For instance a disease named little leaf disease is a hazardous disease found in pine trees in United States. Detection of plant disease through some automatic technique is beneficial as it reduces a large work of monitoring in big farms of crops, and at very early stage itself it detects the symptoms of diseases i.e. when they appear on plant leaves. This paper presents an algorithm for image segmentation technique which is used for automatic detection and classification of plant leaf diseases. It also covers survey on different diseases classification techniques that can be used for plant leaf disease detection. Image segmentation, which is an important aspect for disease detection in plant leaf disease, is done by using genetic algorithm. |
| first_indexed | 2024-03-12T04:41:42Z |
| format | Article |
| id | doaj.art-30df4369729d4597afc58b808154e61a |
| institution | Directory Open Access Journal |
| issn | 2214-3173 |
| language | English |
| last_indexed | 2024-03-12T04:41:42Z |
| publishDate | 2017-03-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Information Processing in Agriculture |
| spelling | doaj.art-30df4369729d4597afc58b808154e61a2023-09-03T09:37:56ZengElsevierInformation Processing in Agriculture2214-31732017-03-0141414910.1016/j.inpa.2016.10.005Detection of plant leaf diseases using image segmentation and soft computing techniquesVijai Singh0A.K. Misra1Computer Science Department, IMS Engineering College, Ghaziabad, UP, IndiaComputer Science & Engg. Department, MNNIT Allahabad, UP, IndiaAgricultural productivity is something on which economy highly depends. This is the one of the reasons that disease detection in plants plays an important role in agriculture field, as having disease in plants are quite natural. If proper care is not taken in this area then it causes serious effects on plants and due to which respective product quality, quantity or productivity is affected. For instance a disease named little leaf disease is a hazardous disease found in pine trees in United States. Detection of plant disease through some automatic technique is beneficial as it reduces a large work of monitoring in big farms of crops, and at very early stage itself it detects the symptoms of diseases i.e. when they appear on plant leaves. This paper presents an algorithm for image segmentation technique which is used for automatic detection and classification of plant leaf diseases. It also covers survey on different diseases classification techniques that can be used for plant leaf disease detection. Image segmentation, which is an important aspect for disease detection in plant leaf disease, is done by using genetic algorithm.http://www.sciencedirect.com/science/article/pii/S2214317316300154Image processingGenetic algorithmPlant disease detectionClassification |
| spellingShingle | Vijai Singh A.K. Misra Detection of plant leaf diseases using image segmentation and soft computing techniques Information Processing in Agriculture Image processing Genetic algorithm Plant disease detection Classification |
| title | Detection of plant leaf diseases using image segmentation and soft computing techniques |
| title_full | Detection of plant leaf diseases using image segmentation and soft computing techniques |
| title_fullStr | Detection of plant leaf diseases using image segmentation and soft computing techniques |
| title_full_unstemmed | Detection of plant leaf diseases using image segmentation and soft computing techniques |
| title_short | Detection of plant leaf diseases using image segmentation and soft computing techniques |
| title_sort | detection of plant leaf diseases using image segmentation and soft computing techniques |
| topic | Image processing Genetic algorithm Plant disease detection Classification |
| url | http://www.sciencedirect.com/science/article/pii/S2214317316300154 |
| work_keys_str_mv | AT vijaisingh detectionofplantleafdiseasesusingimagesegmentationandsoftcomputingtechniques AT akmisra detectionofplantleafdiseasesusingimagesegmentationandsoftcomputingtechniques |