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# This CITATION.cff file was generated with cffinit. | ||
# Visit https://bit.ly/cffinit to generate yours today! | ||
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cff-version: 1.2.0 | ||
title: >- | ||
Laypa: A Novel Framework for Applying Segmentation | ||
Networks to Historical Documents | ||
message: >- | ||
If you use this software, please cite it using the | ||
metadata from this file. | ||
type: software | ||
authors: | ||
- given-names: Stefan | ||
family-names: Klut | ||
affiliation: Humanities Cluster KNAW | ||
orcid: "https://orcid.org/0000-0002-1957-2442" | ||
email: stefanklut@outlook.com | ||
- given-names: Rutger | ||
name-particle: van | ||
family-names: Koert | ||
email: r.c.van.koert@gmail.com | ||
affiliation: Humanities Cluster KNAW | ||
orcid: "https://orcid.org/0000-0001-6535-2849" | ||
- given-names: Ronald | ||
family-names: Sluijter | ||
email: ronald.sluijter@huygens.knaw.nl | ||
affiliation: Huygens Institute | ||
orcid: "https://orcid.org/0000-0002-2896-9986" | ||
identifiers: | ||
- type: doi | ||
value: 10.1145/3604951.3605520 | ||
description: DOI of the ACM publication | ||
- type: url | ||
value: "https://github.com/stefanklut/laypa" | ||
description: Github repo | ||
repository-code: "https://github.com/stefanklut/laypa" | ||
abstract: >- | ||
We present novel software to process scans of historical | ||
documents to extract their layout information. We do this | ||
using a ResNet backbone with a feature pyramid head. We | ||
extract region information directly into PageXML. For | ||
baseline extraction, we use a two stage processing | ||
approach. The software has been applied successfully to | ||
several projects. The results show the feasibility to | ||
automatically label text lines and regions in historical | ||
documents. | ||
keywords: | ||
- Datasets | ||
- Neural networks | ||
- Layout analysis | ||
- Historical documents | ||
license: MIT | ||
preferred-citation: | ||
type: conference-paper | ||
title: "Laypa: A Novel Framework for Applying Segmentation Networks to Historical Documents" | ||
authors: | ||
- given-names: Stefan | ||
family-names: Klut | ||
affiliation: Humanities Cluster KNAW | ||
orcid: "https://orcid.org/0000-0002-1957-2442" | ||
email: stefanklut@outlook.com | ||
- given-names: Rutger | ||
name-particle: van | ||
family-names: Koert | ||
email: r.c.van.koert@gmail.com | ||
affiliation: Humanities Cluster KNAW | ||
orcid: "https://orcid.org/0000-0001-6535-2849" | ||
- given-names: Ronald | ||
family-names: Sluijter | ||
email: ronald.sluijter@huygens.knaw.nl | ||
affiliation: Huygens Institute | ||
orcid: "https://orcid.org/0000-0002-2896-9986" | ||
year: 2023 | ||
doi: 10.1145/3604951.3605520 | ||
isbn: 9798400708411 | ||
publisher: Association for Computing Machinery | ||
abstract: "We present novel software to process scans of historical documents to extract their layout information. We do this using a ResNet backbone with a feature pyramid head. We extract region information directly into PageXML. For baseline extraction, we use a two stage processing approach. The software has been applied successfully to several projects. The results show the feasibility to automatically label text lines and regions in historical documents." | ||
conference: | ||
name: "Proceedings of the 7th International Workshop on Historical Document Imaging and Processing" | ||
place: "San Jose, CA, USA" | ||
series: "HIP '23" | ||
pages: "67-72" | ||
keywords: | ||
["neural networks", "layout analysis", "historical documents", "datasets"] |