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• W3134562900 abstract "This paper intends to present an automated mango grading system under four stages (1) pre-processing, (2) feature extraction, (3) optimal feature selection and (4) classification. Initially, the input image is subjected to the pre-processing phase, where the reading, sizing, noise removal and segmentation process happens. Subsequently, the features are extracted from the pre-processed image. To make the system more effective, from the extracted features, the optimal features are selected using a new hybrid optimization algorithm termed the lion assisted firefly algorithm (LA-FF), which is the combination of LA and FF, respectively. Then, the optimal features are given for the classification process, where the optimized deep convolutional neural network (CNN) is deployed. As a major contribution, the configuration of CNN is fine-tuned via selecting the optimal count of convolutional layers. This obviously enhances the classification accuracy in grading system. For fine-tuning the convolutional layers in the deep CNN, the LA-FF algorithm is used so that the classifier is optimized. The grading is evaluated on the basis of healthydiseased, ripeunripe and bigmediumvery big cases with respect to type I and type II measures and the performance of the proposed grading model is compared over the other state-of-the-art models." @default.
• W3134562900 created "2021-03-15" @default.
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• W3134562900 date "2021-03-04" @default.
• W3134562900 modified "2023-10-14" @default.
• W3134562900 title "Optimized deep learning model for mango grading: Hybridizing lion plus firefly algorithm" @default.
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• W3134562900 doi "https://doi.org/10.1049/ipr2.12163" @default.
• W3134562900 hasPublicationYear "2021" @default.
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