Almomani, A, Gupta, B B, Soni, Punit, Malik, Meena, Prabha, Chander, Alhalabi, Wadee Alhalabi, Arya, Varsha and Albeshri, Aiiad A. (2023) Machine Learning-Based Automatic Litter Detection and Classification Using Neural Networks in Smart Cities. International Journal on Semantic Web and Information Systems, 19 (1). pp. 1-20. ISSN 1552-6283
Full text not available from this repository.Abstract
Machine learning and deep learning are one of the most sought-after areas in computer science which are finding tremendous applications ranging from elementary education to genetic and space engineering. The applications of machine learning techniques for the development of smart cities have already been started; however, still in their infancy stage. A major challenge for Smart City developments is effective waste management by following proper planning and implementation for linking different regions such as residential buildings, hotels, industrial and commercial establishments, the transport sector, healthcare institutes, tourism spots, public places, and several others. Smart City experts perform an important role for evaluation and formulation of an efficient waste management scheme which can be easily integrated with the overall development plan for the complete city. In this work, we have offered an automated classification model for urban waste into multiple categories using Convolutional Neural Networks. We have represented the model which is being implemented using Fine Tuning of Pretrained Neural Network Model with new datasets for litter classification. With the help of this model, software, and hardware both can be developed using low-cost resources and can be deployed at a large scale as it is the issue associated with healthy living provisions across cities. The main significant aspects for the development of such models are to use pre-trained models and to utilize transfer learning for fine-tuning a pre-trained model for a specific task.
Affiliation: | Skyline University College |
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SUC Author(s): | Almomani, A ORCID: https://orcid.org/0000-0002-8808-6114 and Gupta, B B |
All Author(s): | Almomani, A, Gupta, B B, Soni, Punit, Malik, Meena, Prabha, Chander, Alhalabi, Wadee Alhalabi, Arya, Varsha and Albeshri, Aiiad A. |
Item Type: | Article |
Subjects: | B Information Technology > BA Information Systems B Information Technology > BL Machine Learning |
Divisions: | Skyline University College > School of IT |
Depositing User: | Mr Mosys Team |
Date Deposited: | 25 Dec 2023 13:40 |
Last Modified: | 25 Dec 2023 13:40 |
URI: | https://research.skylineuniversity.ac.ae/id/eprint/728 |
Publisher URL: | https://doi.org/10.4018/IJSWIS.324105 |
Publisher OA policy: | https://v2.sherpa.ac.uk/id/publication/17961 |
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