Update README.md

README.md

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 ---
 license: cc-by-nc-nd-4.0
+pretty_name: Mini MUAD
+size_categories:
+- n<1K
 ---
 
-Small subset of the original MUAD dataset. 
+Small subset of the original MUAD dataset filtered by Firas Gabetni. We provide a PyTorch dataset in [TorchUncertainty](https://github.com/ENSTA-U2IS-AI/torch-uncertainty) on this [page](https://github.com/ENSTA-U2IS-AI/torch-uncertainty/blob/main/torch_uncertainty/datasets/muad.py).
 
-Full dataset: https://zenodo.org/records/10619959
+The full dataset can be found on [Zenodo](https://zenodo.org/records/10619959). Find more information on the dataset on the [original GitHub repository](https://github.com/ENSTA-U2IS-AI/MUAD-Dataset).
 
-Citation: @inproceedings{franchi2022muad,
+If you use this dataset for your research, please cite the original paper as follows: 
+
+```
+@inproceedings{franchi2022muad,
   title={Muad: Multiple uncertainties for autonomous driving, a benchmark for multiple uncertainty types and tasks},
   author={Franchi, Gianni and Yu, Xuanlong and Bursuc, Andrei and Tena, Angel and Kazmierczak, R{\'e}mi and Dubuisson, S{\'e}verine and Aldea, Emanuel and Filliat, David},
   journal={BMVC},
   year={2022}
 }
-
+```