# Waste detection in Pomerania: non-profit project for detecting waste in environment

Source: [Waste detection in Pomerania: non-profit project for detecting waste in environment](<https://www.sota2.com/research/paper/68fa70201e209131cea493af>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-01-04T03:31:41.829Z

Authors: Sylwia Majchrowska, Agnieszka Miko{\\l}ajczyk, Maria Ferlin, Zuzanna Klawikowska, Marta A. Plantykow, Arkadiusz Kwasigroch, Karol Majek

Published: 2021-05-12T09:33:22.000Z

## Abstract

Waste pollution is one of the most significant environmental issues in the modern world. The importance of recycling is well known, either for economic or ecological reasons, and the industry demands high efficiency. Our team conducted comprehensive research on Artificial Intelligence usage in waste detection and classification to fight the world's waste pollution problem. As a result an open-source framework that enables the detection and classification of litter was developed. The final pipeline consists of two neural networks: one that detects litter and a second responsible for litter classification. Waste is classified into seven categories: bio, glass, metal and plastic, non-recyclable, other, paper and unknown. Our approach achieves up to 70% of average precision in waste detection and around 75% of classification accuracy on the test dataset. The code used in the studies is publicly available online.

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

- [Object Detection on Extended TACO](<https://www.sota2.com/research/sota/object-detection-on-extended-taco.md>): Object Detection; Extended TACO; mAP (0.50:0.95): 40.4.

- [Object Detection on detect-waste](<https://www.sota2.com/research/sota/object-detection-on-detect-waste.md>): Object Detection; detect-waste; mAP (0.50:0.95): 45.8.

- [Object Detection on detect-waste+](<https://www.sota2.com/research/sota/object-detection-on-detect-waste-plus.md>): Object Detection; detect-waste+; mAP@\[.5:.95\]: 46.9.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/2105.06808>)

[PDF](<https://arxiv.org/pdf/2105.06808.pdf>)

[Implementation](<https://github.com/wimlds-trojmiasto/detect-waste>)