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https://rda.sliit.lk/handle/123456789/3348
Title: | Rubber Buddy: A Mobile Application to Empower Rubber Planters of Sri Lanka |
Authors: | Jayawardena, A Ganegoda, K Imbulana, S Gunapala, G Kodagoda, N Jayasinghe, T |
Keywords: | Rubber Buddy Mobile Application Empower Rubber Planters Sri Lanka |
Issue Date: | 9-Dec-2022 |
Publisher: | IEEE |
Citation: | A. Jayawardena, K. Ganegoda, S. Imbulana, G. Gunapala, N. Kodagoda and T. Jayasinghe, "Rubber Buddy: A Mobile Application to Empower Rubber Planters of Sri Lanka," 2022 4th International Conference on Advancements in Computing (ICAC), Colombo, Sri Lanka, 2022, pp. 42-47, doi: 10.1109/ICAC57685.2022.10025087. |
Series/Report no.: | 2022 4th International Conference on Advancements in Computing (ICAC); |
Abstract: | This research was conducted to develop a mobile application that provides expert solutions for the common problems faced by rubber planters in Sri Lanka. The application developed consists of four components, namely, identification of pests in immature rubber plantations and rubber nurseries; leaf disease identification; cover crop identification; and weed identification. Images taken using the mobile phone cameras are recognized using machine learning models developed using several convolutional neural network (CNN) architectures such as mobile net version 2 (MobileNet v2), VGG 16, VGG19, and residual networks (ResNet). After the images were recognized, the application will provide expert solutions and management strategies to the rubber planters. As most of the rubber plantations are located in areas with low network coverage, the application was designed to be operated in offline mode using TensorFlow lite technology. |
URI: | https://rda.sliit.lk/handle/123456789/3348 |
ISBN: | 979-8-3503-9809-0 |
Appears in Collections: | 4th International Conference on Advancements in Computing (ICAC) | 2022 Department of Computer Science and Software Engineering Research Papers - Dept of Computer Science and Software Engineering Research Papers - IEEE Research Papers - SLIIT Staff Publications |
Files in This Item:
File | Description | Size | Format | |
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Rubber_Buddy_A_Mobile_Application_to_Empower_Rubber_Planters_of_Sri_Lanka.pdf Until 2050-12-31 | 602.8 kB | Adobe PDF | View/Open Request a copy |
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