The viewer is disabled because this dataset repo requires arbitrary Python code execution. Please consider removing the loading script and relying on automated data support (you can use convert_to_parquet from the datasets library). If this is not possible, please open a discussion for direct help.

Dataset Card for QuakeSet

QuakeSet is a dataset to analyze different attributes of earthquakes. It contains bi-temporal time series of images and ground truth annotations for magnitudes, hypocenters, and affected areas.

You can find an official implementation on TorchGeo.

Dataset Details

Dataset Description

The images are taken from the Sentinel-1 mission using the Interferometric Wide swath mode.

The International Seismological Centre provides information about earthquakes.

  • License: OPENRAIL

Dataset Structure

The dataset is divided into three folds with equal distribution of magnitudes and balanced in positive and negative examples.

Each sample contains:

  • an image
  • x,y coordinates
  • epsg of the coordinates
  • affected label
  • magnitude

Citation

BibTeX:

@article{Rege_Cambrin_2024,
   title={QuakeSet: A Dataset and Low-Resource Models to Monitor Earthquakes through Sentinel-1},
   ISSN={2411-3387},
   url={http://dx.doi.org/10.59297/n89yc374},
   DOI={10.59297/n89yc374},
   journal={Proceedings of the International ISCRAM Conference},
   publisher={Information Systems for Crisis Response and Management},
   author={Rege Cambrin, Daniele and Garza, Paolo},
   year={2024},
   month=may
}
Downloads last month
61