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Deep learning based garbage classification: A promising approach for sustainable waste management.
- Source :
-
AIP Conference Proceedings . 2024, Vol. 3216 Issue 1, p1-12. 12p. - Publication Year :
- 2024
-
Abstract
- As cities grow in population numbers, they tend to generate more garbage. Effective waste management practices are essential for a healthy and clean environment. This paper presents a unique way of tackling Garbage Classification using customized VGG16 Convolutional Neural Networks. The model suggested was 92.96% accurate at predicting the correct outcome for each example in the test set of 8,363 images in each category consisting of various types of garbage. Using this model, a system is proposed where the image of the garbage is captured and classified accurately as "Biodegradable" or "Non-Biodegradable", aiding the user in the precise use of the proper garbage bin for disposal. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0094243X
- Volume :
- 3216
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- AIP Conference Proceedings
- Publication Type :
- Conference
- Accession number :
- 178685978
- Full Text :
- https://doi.org/10.1063/5.0226464