Update README.md

README.md

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 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/67eb833b5efb3c1d5e15a7ff/E2yLGx55VfethajaEzp1i.png)
 
 
+_Dataset paper preprint:_ **A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning**.<br/>
+[https://arxiv.org/pdf/2506.14432](https://arxiv.org/pdf/2506.14432).
+
 This repo contains FOMO-60K, a large-scale dataset which includes MRIs from the clinic, containing 60K+ brain MRI scans.
 This dataset is released in conjunction with the **FOMO25: Foundation Model Challenge for Brain MRI** hosted at **MICCAI 2025**.
 
@@ -40,10 +43,7 @@ The dataset consists of
 - 13,900 sessions
 - 60,529 scans.
 
-Further details about the dataset is available in the following preprint: 
-
-**A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning**.<br/>
-[https://arxiv.org/pdf/2506.14432](https://arxiv.org/pdf/2506.14432).
+_For further details about the dataset, including the preprocessing, please consult the [dataset paper preprint](https://arxiv.org/pdf/2506.14432)_.
 
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