Update README.md

README.md

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 # Dataset Card for QuakeSet
 
-QuakeSet is a dataset to analyze different attributes of earthquakes. It contains bi-temporal timeseries of images and ground truth annotations for magnitudes, hypocenters and affected areas.
+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.
 
-The dataset is divided in three folds with equal distribution of magnitudes and balanced in positive and negative examples.
+- **PrePrint:** https://arxiv.org/abs/2403.18116
 
 ## Dataset Details
 
 ### Dataset Description
 
-<!-- Provide a longer summary of what this dataset is. -->
+The images are taken from the Sentinel-1 mission using the Interferometric Wide swath mode.
 
+The International Seismological Centre provides information about earthquakes.
 
-
-- **Curated by:** [More Information Needed]
 - **License:** OPENRAIL
 
-### Dataset Sources [optional]
-
-<!-- Provide the basic links for the dataset. -->
-
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-
-## Uses
-
-<!-- Address questions around how the dataset is intended to be used. -->
-
-### Direct Use
-
-<!-- This section describes suitable use cases for the dataset. -->
-
-[More Information Needed]
-
 ## Dataset Structure
 
-<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
-
-[More Information Needed]
-
-## Dataset Creation
-
-### Curation Rationale
-
-<!-- Motivation for the creation of this dataset. -->
-
-[More Information Needed]
-
-### Source Data
-
-<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
-
-#### Data Collection and Processing
-
-<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
-
-[More Information Needed]
-
-#### Who are the source data producers?
-
-<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
-
-[More Information Needed]
-
-### Annotations
-
-<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
+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
 
-<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
-
 **BibTeX:**
 ```
-@article{
-    
+@misc{cambrin2024quakeset,
+      title={QuakeSet: A Dataset and Low-Resource Models to Monitor Earthquakes through Sentinel-1}, 
+      author={Daniele Rege Cambrin and Paolo Garza},
+      year={2024},
+      eprint={2403.18116},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV}
 }
 ```