WasteInsight: Dataset for Detection and Volume Estimation of Urban Solid Waste

  • Julio Leite Azancort Neto UFPA
  • Romário da Costa Silva UFPA
  • Thalita Ayass de Souza UFPA
  • Carlos André de Mattos Teixeira UFPA
  • Evelin Helena Silva Cardoso UFPA
  • Jasmine Priscyla Leite de Araújo UFPA
  • Carlos Renato Lisboa Francês UFPA

Abstract


Efficient solid waste management is crucial to making the city a clean and sustainable environment. Based on this statement, this article presents the "WasteInsight" dataset, composed of images of garbage bags in residential environments, accompanied by labels indicating the bags' coordinates. The objective is to provide a database to train object detection and volume estimation algorithms, aiming to improve the management of urban solid waste. The dataset is freely available on Mendeley Data, promoting transparency and collaboration in scientific research.

References

Arbeláez-Estrada, J. C., Vallejo, P., Aguilar, J., Tabares-Betancur, M. S., Ríos-Zapata, D., Ruiz-Arenas, S., & Rendón-Vélez, E. (2023). A Systematic Literature Review of Waste Identification in Automatic Separation Systems. Recycling, 8(6), 86. DOI: 10.3390/recycling8060086.

Azancort Neto, Julio; Silva, Romário; Souza, Thalita; Teixeira, Carlos; Cardoso, Evelin; Araújo, Jasmine; Francês, Carlos (2024), “WasteInsight: Dataset for Detection and Volume Estimation of Municipal Solid Waste”, Mendeley Data, V1, DOI: 10.17632/p8n7nbxyw3.1.

Brito, D. A. C., Seabra, L. C., Lima, P. D. M., & Souza, C. M. N. (2020). Manejo de Resíduos Sólidos e de Águas Pluviais: O (Des)Controle Social em Belém, Pará. Revista Eletrônica de Gestão E Tecnologias Ambientais, 8(2), 103. DOI: 10.9771/gesta.v8i2.42221.

Dwyer, B., Nelson, J., Hansen, T., et. al. (2024). Roboflow (Version 1.0) [Software]. Available from [link]. computer vision.

Lynch, S. OpenLitterMap. com–open data on plastic pollution with blockchain rewards (littercoin). Open Geospatial Data, Software and Standards, v. 3, n. 1, p. 1-10, 2018.

Nanda, S.; Berruti, F. (2021). Municipal solid waste management and landfilling technologies: a review. Environmental chemistry letters, v. 19, n. 2, p. 1433-1456.

Priya, K.S., Burman, I., Tarafdar, A., & Sinha, A. (2018). Impact of Ammonia Nitrogen on COD Removal Efficiency in Anaerobic Hybrid Membrane Bioreactor Treating Synthetic Leachate. International Journal of Environmental Research, 13, 59-65.

Proença, P. F.; Simões, P. Taco: Trash annotations in context for litter detection. arXiv preprint arXiv:2003.06975, 2020.
Published
2024-07-21
AZANCORT NETO, Julio Leite; SILVA, Romário da Costa; SOUZA, Thalita Ayass de; TEIXEIRA, Carlos André de Mattos; CARDOSO, Evelin Helena Silva; ARAÚJO, Jasmine Priscyla Leite de; FRANCÊS, Carlos Renato Lisboa. WasteInsight: Dataset for Detection and Volume Estimation of Urban Solid Waste. In: WORKSHOP ON COMPUTING APPLIED TO THE MANAGEMENT OF THE ENVIRONMENT AND NATURAL RESOURCES (WCAMA), 15. , 2024, Brasília/DF. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2024 . p. 203-206. ISSN 2595-6124. DOI: https://doi.org/10.5753/wcama.2024.2956.