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Published May 31, 2023 | Version 2
Dataset Open

AerialWaste

  • 1. Politecnico di Milano

Description

AerialWaste is a dataset for the discovery of illegal landfill. Illegal landfills from aerial images present a visual heterogeneity of the scenes in which waste dumps appear and present a diverse nature of the objects that compose a waste deposit. When observed from above waste dumps appear as complex arrangements of objects of different shapes, sizes, and orientations.

The dataset consists of +10,000 images from three different sources and contains annotations at different granularities:

  • Binary labels: images are classified based on the presence or absence of waste.
  • Multi-class multi-label: a subset of images is annotated based on the presence of specific waste objects.
  • Weakly-supervised localization: a subset of images is annotated with ground truth segmentation masks surrounding relevant waste objects.

Visit the Github page for scripts and instructions on how to use this dataset: https://github.com/rnt-pmi/AerialWaste

Visit the Dataset Page for more information: https://aerialwaste.org/

License

Creative Commons CC BY licensing scheme (see LICENSE file). The usage of Google Imagery must respect the Google Earth terms and conditions [https://about.google/brand-resource-center/products-and-services/geo-guidelines/].

Files

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