Update README.md

README.md

@@ -17,7 +17,7 @@ size_categories:
 
 ### Dataset Summary
 
-This dataset contains a subset of LAION-5B containing images that are likely to be satellite images. The procedure of acquiring and filtering the dataset has been described in (TBC).
+This dataset contains a subset of LAION-5B containing images that are likely to be satellite images. The procedure of acquiring and filtering the dataset has been described in https://arxiv.org/abs/2309.15535.
 
 ## Dataset Structure
 Each version of the dataset contains a .csv file with metadata with urls to images, which can be easily filtered. Note that the linked images could be copyrighted.
@@ -63,13 +63,16 @@ Samples from the existing LAION-5B dataset (https://laion.ai/blog/laion-5b/).
 Only contains satellite images openly uploaded online, which introduces a heavy bias towards satellite images used for communicating ideas on the internet.
 
 ### Citation Information
-
+The workshop paper presented at the DataComp workshop during ICCV 2023 is available at https://arxiv.org/abs/2309.15535.
 ```latex
 @inproceedings{LAION_EO,
-  title = "From LAION-5B to LAION-EO: Filtering Bilions of Images Using Anchor Datasets for Satellite Image Extraction",
-  author = "Mikolaj Czerkawski and Alistair Francis",
-  booktitle = {"Towards the Next Generation of Computer Vision Datasets: DataComp Track" Workshop at the IEEE/CVF International Conference on Computer Vision (ICCV)},
-  year = {2023}
+  title={From LAION-5B to LAION-EO: Filtering Billions of Images Using Anchor Datasets for Satellite Image Extraction}, 
+  author={Mikolaj Czerkawski and Alistair Francis},
+  year={2023},
+  eprint={2309.15535},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV}
+  booktitle = {"Towards the Next Generation of Computer Vision Datasets: DataComp Track" Workshop at the IEEE/CVF International Conference on Computer Vision (ICCV)}
 }
 ```