Investigating Object Sorting Problem for Smart Garbage Application

Ma, Wing Shiu, Yuen, Shing Hang, Keung, Chi Nam, Qureshi, Mehak Fatima, Qureshi, Umair Mujtaba, and Umair, Zuneera (2024) Investigating Object Sorting Problem for Smart Garbage Application. In: Proceedings of the IEEE International Conference on Advancements in Computational Sciences. From: ICACS 2024: IEEE 5th International Conference on Advancements in Computational Sciences, 19-20 February 2024, Lahore, Pakistan.

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Abstract

In recent years, the rapid growth in industrialization is observed to promote the economic growth of nations. This indeed has raised the financial standards and ways of living from sustainability to a well-off living standards, but has counter effects on environmental conditions such as increasing waste generation, pollution etc, which has become a serious concern and can be alarming situation in nearby future. Thus, this research aims to create a sustainable solution to reduce the recycling material using the advance AI deep learning technology. In this research, we have designed and developed a smart recycling garbage bin that can effectively sort different types of recycling waste i.e. glass, paper, metal and plastic. To develop the smart garbage bin, the pre-trained Tensorflow model is utilized, after evaluating its performance and comparative analyses with YOLO model on the customize dataset. The final results shows that the model classified all the garbage images from the garbage used to test the smart garbage bin and achieved the high overall accuracy of 91%.

Item ID: 89315
Item Type: Conference Item (Research - E1)
ISBN: 9798350394764
Keywords: artificial intelligence, internet of things, object detection, smart bin, smart recycling
Copyright Information: © 2024 IEEE
Date Deposited: 27 Nov 2025 00:28
FoR Codes: 46 INFORMATION AND COMPUTING SCIENCES > 4602 Artificial intelligence > 460205 Intelligent robotics @ 50%
46 INFORMATION AND COMPUTING SCIENCES > 4606 Distributed computing and systems software > 460603 Cyberphysical systems and internet of things @ 50%
SEO Codes: 22 INFORMATION AND COMMUNICATION SERVICES > 2204 Information systems, technologies and services > 220403 Artificial intelligence @ 100%
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