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+---
+license: cc-by-4.0
+task_categories:
+- image-to-text
+version: "1.5.0"
+language:
+- fr
+- en
+- nl
+- it
+- es
+- ca
+pretty_name: CATMuS Medieval
+size_categories:
+- 100K<n<1M
+tags:
+- optical-character-recognition
+- humanities
+- handwritten-text-recognition
+---
+# Dataset Card for CATMuS Medieval
+
+![Banner for the CATMuS Project](banner_catmus_medieval_centered.png)
+
+Join our Discord to ask questions about the dataset: [![Join the Discord](https://img.shields.io/badge/CATMuS-Discord?style=flat-square&logo=discord&logoColor=%23333333&color=%235865F2)](https://discord.gg/J38xgNEsGk)
+
+## Dataset Details
+
+Handwritten Text Recognition (HTR) has emerged as a crucial tool for converting manuscripts images into machine-readable formats, 
+enabling researchers and scholars to analyse vast collections efficiently. 
+Despite significant technological progress, establishing consistent ground truth across projects for HTR tasks, 
+particularly for complex and heterogeneous historical sources like medieval manuscripts in Latin scripts (8th-15th century CE), remains nonetheless challenging. 
+We introduce the **Consistent Approaches to Transcribing Manuscripts (CATMuS)** dataset for medieval manuscripts, 
+which offers:
+1. a uniform framework for annotation practices for medieval manuscripts,
+2. a benchmarking environment for evaluating automatic text recognition models across multiple dimensions thanks to rich metadata (century of production, 
+language, genre, script, etc.),
+3. a benchmarking environment for other tasks (such as script classification or dating approaches),
+4. a benchmarking environment  and finally for exploratory work pertaining to computer vision and digital paleography around line-based tasks, such as generative approaches.
+
+Developed through collaboration among various institutions and projects, CATMuS provides an inter-compatible dataset spanning more than 200 manuscripts and incunabula in 10 
+different languages, comprising over 160,000 lines of text and 5 million characters spanning from the 8th century to the 16th.
+
+The dataset's consistency in transcription approaches aims to mitigate challenges arising from the diversity in standards for medieval manuscript transcriptions, 
+providing a comprehensive benchmark for evaluating HTR models on historical sources. 
+
+### Dataset Description
+
+<!-- Provide a longer summary of what this dataset is. -->
+
+- **Curated by:** Thibault Clérice
+- **Funded by:** BnF Datalab, Biblissima +, DIM PAMIR
+- **Language(s) (NLP):** Middle and Old French, Middle Dutch, Catalan, Spanish, Navarese, Italian, Venitian, Old English, Latin
+- **License:** CC-BY
+
+<!--
+### Dataset Sources [optional]
+
+ Provide the basic links for the dataset.
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+ -->
+
+## Uses
+
+### Direct Use
+
+- Handwritten Text Recognition
+- Date classification
+- Script classification
+
+### Out-of-Scope Use
+
+- Text-To-Image
+
+## Dataset Structure
+
+- Data contains the main `split` that is loaded through `load_dataset("CATMuS/medieval")`
+- Data can be split with each manuscript inside train, val and test using the `gen_split` columns which results in a 90/5/5 split
+- The image is in the `im` column, and the text in the `text` column
+
+<!--
+## 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 [optional]
+
+#### Annotation process
+
+The annotation process is described in the [dataset paper](https://inria.hal.science/hal-04453952).
+
+#### Who are the annotators?
+
+- Pinche, Ariane
+- Clérice, Thibault
+- Chagué, Alix
+- Camps, Jean-Baptiste
+- Vlachou-Efstathiou, Malamatenia
+- Gille Levenson, Matthias
+- Brisville-Fertin, Olivier
+- Boschetti, Federico
+- Fischer, Franz
+- Gervers, Michael
+- Boutreux, Agnès
+- Manton, Avery
+- Gabay, Simon
+- Bordier, Julie
+- Glaise, Anthony
+- Alba, Rachele
+- Rubin, Giorgia
+- White, Nick
+- Karaisl, Antonia
+- Leroy, Noé
+- Maulu, Marco
+- Biay, Sébastien
+- Cappe, Zoé
+- Konstantinova, Kristina
+- Boby, Victor
+- Christensen, Kelly
+- Pierreville, Corinne
+- Aruta, Davide
+- Lenzi, Martina
+- Le Huëron, Armelle
+- Possamaï, Marylène
+- Duval, Frédéric
+- Mariotti, Violetta
+- Morreale, Laura
+- Nolibois, Alice
+- Foehr-Janssens, Yasmina
+- Deleville, Prunelle
+- Carnaille, Camille
+- Lecomte, Sophie
+- Meylan, Aminoel
+- Ventura, Simone
+- Dugaz, Lucien
+
+## Bias, Risks, and Limitations
+
+The data are skewed toward Old French, Middle Dutch and Spanish, specifically from the 14th century.
+
+The only language that is represented over all centuries is Latin, and in each scripts. The other language with a coverage close to Latin is Old French.
+
+Only one document is available in Old English.
+
+## Citation
+
+**BibTeX:**
+
+```tex
+@unpublished{clerice:hal-04453952,
+  TITLE = {{CATMuS Medieval: A multilingual large-scale cross-century dataset in Latin script for handwritten text recognition and beyond}},
+  AUTHOR = {Cl{\'e}rice, Thibault and Pinche, Ariane and Vlachou-Efstathiou, Malamatenia and Chagu{\'e}, Alix and Camps, Jean-Baptiste and Gille-Levenson, Matthias and Brisville-Fertin, Olivier and Fischer, Franz and Gervers, Michaels and Boutreux, Agn{\`e}s and Manton, Avery and Gabay, Simon and O'Connor, Patricia and Haverals, Wouter and Kestemont, Mike and Vandyck, Caroline and Kiessling, Benjamin},
+  URL = {https://inria.hal.science/hal-04453952},
+  NOTE = {working paper or preprint},
+  YEAR = {2024},
+  MONTH = Feb,
+  KEYWORDS = {Historical sources ; medieval manuscripts ; Latin scripts ; benchmarking dataset ; multilingual ; handwritten text recognition},
+  PDF = {https://inria.hal.science/hal-04453952/file/ICDAR24___CATMUS_Medieval-1.pdf},
+  HAL_ID = {hal-04453952},
+  HAL_VERSION = {v1},
+}
+```
+
+**APA:**
+
+> Thibault Clérice, Ariane Pinche, Malamatenia Vlachou-Efstathiou, Alix Chagué, Jean-Baptiste Camps, et al.. CATMuS Medieval: A multilingual large-scale cross-century dataset in Latin script for handwritten text recognition and beyond. 2024. ⟨hal-04453952⟩
+
+
+## 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
+
+## Dataset Card Contact
+
+Thibault Clérice (first.last@inria.fr)
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