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--- |
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license: openrail |
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task_categories: |
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- image-classification |
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- image-segmentation |
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tags: |
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- climate |
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pretty_name: QuakeSet |
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size_categories: |
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- 1K<n<10K |
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--- |
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# Dataset Card for QuakeSet |
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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. |
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- **PrePrint:** https://arxiv.org/abs/2403.18116 |
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You can find an official implementation on [TorchGeo](https://torchgeo.readthedocs.io/en/stable/api/datasets.html#non-geospatial-datasets). |
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## Dataset Details |
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### Dataset Description |
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The images are taken from the Sentinel-1 mission using the Interferometric Wide swath mode. |
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The International Seismological Centre provides information about earthquakes. |
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- **License:** OPENRAIL |
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## Dataset Structure |
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The dataset is divided into three folds with equal distribution of magnitudes and balanced in positive and negative examples. |
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Each sample contains: |
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- an image |
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- x,y coordinates |
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- epsg of the coordinates |
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- affected label |
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- magnitude |
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## Citation |
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**BibTeX:** |
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``` |
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@article{Rege_Cambrin_2024, |
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title={QuakeSet: A Dataset and Low-Resource Models to Monitor Earthquakes through Sentinel-1}, |
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ISSN={2411-3387}, |
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url={http://dx.doi.org/10.59297/n89yc374}, |
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DOI={10.59297/n89yc374}, |
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journal={Proceedings of the International ISCRAM Conference}, |
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publisher={Information Systems for Crisis Response and Management}, |
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author={Rege Cambrin, Daniele and Garza, Paolo}, |
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year={2024}, |
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month=may |
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} |
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``` |
