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Title: :  A Review on Various Approaches used in Leaf Disease Detection
PaperId: :  24748
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 4 2024
DUI:    16.0415/IJARIIE-24748
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Raushan KumarSAM College of Engineering & Technology Bhopal, Madhya Pradesh, India
Pradeep Kumar PandeySAM College of Engineering & Technology Bhopal, Madhya Pradesh, India

Abstract

Computer Engineering
Leaf Disease, Machine Learning, Convolutional Neural Network, Alternaria Alternata, Bacterial Blight, Cercospora, Leaf Spot
Global sustenance depends heavily on agricultural output, which artificial intelligence greatly contributes to increasing. The automated identification of leaf diseases is one such use. It might be difficult to diagnose leaf diseases with normal eyesight since sick leaves can seem very normal. These illnesses have the potential to significantly lower crop output quality in the absence of prompt and appropriate care. Early identification is therefore crucial for increasing productivity and guaranteeing proper treatment. As a cornerstone of machine learning (ML), deep learning (DL) is increasingly essential for the early detection and categorization of plant diseases. This paper looks at the latest developments in crop disease detection using convolutional neural networks (CNNs), transfer learning, and deep learning. The investigation of deep learning architectures, data sources, and different image processing methods used to manage imaging data comes first. With the recent use of various DL architectures and visualization tools, plant disease classification and symptom identification have become critical tasks. The paper also discusses a few open issues that must be answered in order to create automated systems for the practical identification of plant diseases in the field.

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IJARIIE Raushan Kumar, and Pradeep Kumar Pandey. "A Review on Various Approaches used in Leaf Disease Detection" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 4 2024 Page 2679-2685
MLA Raushan Kumar, and Pradeep Kumar Pandey. "A Review on Various Approaches used in Leaf Disease Detection." International Journal Of Advance Research And Innovative Ideas In Education 10.4(2024) : 2679-2685.
APA Raushan Kumar, & Pradeep Kumar Pandey. (2024). A Review on Various Approaches used in Leaf Disease Detection. International Journal Of Advance Research And Innovative Ideas In Education, 10(4), 2679-2685.
Chicago Raushan Kumar, and Pradeep Kumar Pandey. "A Review on Various Approaches used in Leaf Disease Detection." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 4 (2024) : 2679-2685.
Oxford Raushan Kumar, and Pradeep Kumar Pandey. 'A Review on Various Approaches used in Leaf Disease Detection', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 4, 2024, p. 2679-2685. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Review_on_Various_Approaches_used_in_Leaf_Disease_Detection_ijariie24748.pdf (Accessed : ).
Harvard Raushan Kumar, and Pradeep Kumar Pandey. (2024) 'A Review on Various Approaches used in Leaf Disease Detection', International Journal Of Advance Research And Innovative Ideas In Education, 10(4), pp. 2679-2685IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Review_on_Various_Approaches_used_in_Leaf_Disease_Detection_ijariie24748.pdf (Accessed : )
IEEE Raushan Kumar, and Pradeep Kumar Pandey, "A Review on Various Approaches used in Leaf Disease Detection," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 4, pp. 2679-2685, Jul-Aug 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Review_on_Various_Approaches_used_in_Leaf_Disease_Detection_ijariie24748.pdf [Accessed : ].
Turabian Raushan Kumar, and Pradeep Kumar Pandey. "A Review on Various Approaches used in Leaf Disease Detection." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 4 ().
Vancouver Raushan Kumar, and Pradeep Kumar Pandey. A Review on Various Approaches used in Leaf Disease Detection. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(4) : 2679-2685. Available from: https://ijariie.com/AdminUploadPdf/A_Review_on_Various_Approaches_used_in_Leaf_Disease_Detection_ijariie24748.pdf
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