Rodrigo Caye Daudt

Rodrigo Caye Daudt

Senior computer vision research engineer at Sony

High Resolution Semantic Change Detection Dataset

HRSCD Example

The Dataset

This dataset contains 291 coregistered image pairs of RGB aerial images from IGS’s BD ORTHO database. Pixel-level change and land cover annotations are provided, generated by rasterizing Urban Atlas 2006, Urban Atlas 2012, and Urban Atlas Change 2006-2012 maps.

The dataset is split into five parts:

  • 2006 images
  • 2012 images
  • Change labels
  • 2006 land cover maps
  • 2012 land cover maps

The 2006 images are under a non-redistributable licence, but can be downloaded directly from IGN’s website.

Update as of 2023: All data can now be downladed from DataPort.

Labels

Change labels are available for all image pairs in the dataset. Available classes:

  • 0: No change
  • 1: Change

Land cover maps are available for all images in the dataset. Urban Atlas classes have been grouped at first hierarchical level, as described in the paper cited above. Available classes:

  • 0: No information
  • 1: Artificial surfaces
  • 2: Agricultural areas
  • 3: Forests
  • 4: Wetlands
  • 5: Water

References

If you use this work for your projects, please take the time to cite our paper:

Daudt, R.C., Le Saux, B., Boulch, A. and Gousseau, Y., 2019. Multitask learning for large-scale semantic change detection. Computer Vision and Image Understanding, 187, p.102783.

[ScienceDirect] [Preprint] [PDF] [BibTeX]

Links

You can download the dataset on IEEE DataPort webpage:

Copyright

The images in this dataset are released under IGN’s “licence ouverte”. More information can be found at http://www.ign.fr/institut/activites/lign-lopen-data

The maps used to generate the labels in this dataset come from the Copernicus program, and as such are subject to the terms described here: https://land.copernicus.eu/local/urban-atlas/change-2006-2009?tab=metadata

This dataset is released under Creative-Commons BY-NC-SA licence. For commercial purposes, please contact the authors.

The Team