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GreenSort: A Vision-Centric Robotic System for Smart Waste Collection and Environmental Protection using SSD MobileNet V2 and the TACO Dataset

Amalanathan Andrea et al · EDP Sciences · 2026

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As part of sustainability, care for the environment is necessary to ensure health of everyone. Sadly, pollution and particularly stray waste have turned out to be a major problem for humans and wildlife. All the litter, which is not properly disposed, adds to the destruction of the environment. This research discusses a new solution to this problem: a trash picking robot. The proposed robot uses a visual collection system to detect and collect nearby trash, making it a great tool for multi-area cleaning. Robotics has changed our lives in many ways, saving time, money, and helping in many areas. This robot is designed to analyse the size, shape, and position of items to accurately, pick them up and transfer them to different types of waste classification. The implementation begins by identifying pollution problems and exploring existing solutions. Multiclass segregation of different types of wastes using SSD MobileNet V2 on TACO Dataset is performed. The TensorFlow model provides an accuracy of 96%. Ultimately, the goal is to show that technology plays an important role in keeping our world clean and green.

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APA 7

al, A. A. E. (2026). GreenSort: A Vision-Centric Robotic System for Smart Waste Collection and Environmental Protection using SSD MobileNet V2 and the TACO Dataset. https://doi.org/10.1051/epjconf/202636702007

MLA

al, Amalanathan Andrea et. "GreenSort: A Vision-Centric Robotic System for Smart Waste Collection and Environmental Protection using SSD MobileNet V2 and the TACO Dataset." 2026. https://doi.org/10.1051/epjconf/202636702007.

Chicago

al, Amalanathan Andrea et. 2026. "GreenSort: A Vision-Centric Robotic System for Smart Waste Collection and Environmental Protection using SSD MobileNet V2 and the TACO Dataset.". https://doi.org/10.1051/epjconf/202636702007.

Harvard

al, A. A. E. 2026, GreenSort: A Vision-Centric Robotic System for Smart Waste Collection and Environmental Protection using SSD MobileNet V2 and the TACO Dataset, EDP Sciences, available at: https://doi.org/10.1051/epjconf/202636702007 [Accessed 8 Aug. 2026].

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Title
GreenSort: A Vision-Centric Robotic System for Smart Waste Collection and Environmental Protection using SSD MobileNet V2 and the TACO Dataset
Author / contributors
Amalanathan Andrea et al
Publisher
EDP Sciences
Publication year
2026
ISSN
2100-014X
ISSN
2100-014X
Language
English
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