Digital Repository

GreeneryCheck: Identification and Classification of Diseases Affecting Jackfruit Trees

Show simple item record

dc.contributor.author Tillekeratne, Pansilu
dc.date.accessioned 2025-06-13T07:04:50Z
dc.date.available 2025-06-13T07:04:50Z
dc.date.issued 2024
dc.identifier.citation Tillekeratne, Pansilu (2024) GreeneryCheck: Identification and Classification of Diseases Affecting Jackfruit Trees. BSc. Dissertation, Informatics Institute of Technology en_US
dc.identifier.issn 20200133
dc.identifier.uri http://dlib.iit.ac.lk/xmlui/handle/123456789/2538
dc.description.abstract "This research will address the issue of swiftly identifying and classifying diseases relating to Jackfruit leaves. Jackfruit is a major economic and cultural aspect of many countries throughout South and South-east Asia, therefore having a swift and easy way to identify these diseases early on is crucial to maintain and enhance the productivity of Jackfruit plantations in this region and especially Sri Lanka. The author’s approach involves building a Convolutional Neural Network (CNN) model using Tensorflow and Keras and using a dataset of Algal Leaf Spot disease, Black Spot disease and Healthy leaves to train the model which will then be integrated into a web application developed using ReactJs. The use of Tensorflow and Keras will ensure a robust and scalable implementation, facilitating a seamless integration into a web application. The web application stemming from this research will provide the plantation farmers and the general public an on-the-go tool for identifying and diagnosing these diseases rapidly and mitigating grave impacts on the crops." en_US
dc.language.iso en en_US
dc.subject Machine Learning en_US
dc.subject Deep Learning en_US
dc.subject Convolutional Neural Networks en_US
dc.title GreeneryCheck: Identification and Classification of Diseases Affecting Jackfruit Trees en_US
dc.type Thesis en_US


Files in this item

This item appears in the following Collection(s)

Show simple item record

Search


Advanced Search

Browse

My Account