Update README.md

README.md

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 # Dataset Card for CATMuS Medieval
 
+![Banner for the CATMuS Project](banner_catmus_medieval_centered.png)
+
 ## Dataset Details
 
 Handwritten Text Recognition (HTR) has emerged as a crucial tool for converting manuscripts images into machine-readable formats, 
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 Only one document is available in Old English.
 
-## Citation [optional]
+## Citation
 
 **BibTeX:**
 
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 > Thibault Clérice, Pinche Ariane, Vlachou-Efstathiou Malamatenia, Chagué Alix, Camps Jean-Baptiste, et al.. CATMuS Medieval: A multilingual large-scale cross-century dataset in Latin script for handwritten text recognition and beyond. 2024. ⟨hal-04453952⟩
 
-## Glossary [optional]
+## Glossary
+
+
+![Examples of bookscripts and their name](CATMuS_reference_v2.png)
 
 - Scripts: In the middle ages, the writing style changed over time, specifically in "litterary" manuscripts, for which we call the general scripts "Bookscripts". This is what CATMuS Medieval covers at the time