Standard
Date Recognition in Historical Parish Records. / Piqueras, Laura Cabello; Fierro, Constanza; Lotz, Jonas F.; Rust, Phillip; Rommedahl, Joen; Due, Jeppe Klok; Igel, Christian; Elliott, Desmond; Pedersen, Carsten B.; Salazar, Israfel; Søgaard, Anders.
Frontiers in Handwriting Recognition : 18th International Conference, ICFHR 2022, Hyderabad, India, December 4–7, 2022, Proceedings. red. / Utkarsh Porwal; Alicia Fornés; Faisal Shafait. Springer, 2022. s. 49-64 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Bind 13639 LNCS).
Publikation: Bidrag til bog/antologi/rapport › Konferencebidrag i proceedings › Forskning › fagfællebedømt
Harvard
Piqueras, LC, Fierro, C, Lotz, JF, Rust, P, Rommedahl, J, Due, JK
, Igel, C, Elliott, D, Pedersen, CB, Salazar, I
& Søgaard, A 2022,
Date Recognition in Historical Parish Records. i U Porwal, A Fornés & F Shafait (red),
Frontiers in Handwriting Recognition : 18th International Conference, ICFHR 2022, Hyderabad, India, December 4–7, 2022, Proceedings. Springer, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), bind 13639 LNCS, s. 49-64, 18th International Conference on Frontiers in Handwriting Recognition, ICFHR 2022, Hyderabad, Indien,
04/12/2022.
https://doi.org/10.1007/978-3-031-21648-0_4
APA
Piqueras, L. C., Fierro, C., Lotz, J. F., Rust, P., Rommedahl, J., Due, J. K.
, Igel, C., Elliott, D., Pedersen, C. B., Salazar, I.
, & Søgaard, A. (2022).
Date Recognition in Historical Parish Records. I U. Porwal, A. Fornés, & F. Shafait (red.),
Frontiers in Handwriting Recognition : 18th International Conference, ICFHR 2022, Hyderabad, India, December 4–7, 2022, Proceedings (s. 49-64). Springer. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Bind 13639 LNCS
https://doi.org/10.1007/978-3-031-21648-0_4
Vancouver
Piqueras LC, Fierro C, Lotz JF, Rust P, Rommedahl J, Due JK o.a.
Date Recognition in Historical Parish Records. I Porwal U, Fornés A, Shafait F, red., Frontiers in Handwriting Recognition : 18th International Conference, ICFHR 2022, Hyderabad, India, December 4–7, 2022, Proceedings. Springer. 2022. s. 49-64. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Bind 13639 LNCS).
https://doi.org/10.1007/978-3-031-21648-0_4
Author
Piqueras, Laura Cabello ; Fierro, Constanza ; Lotz, Jonas F. ; Rust, Phillip ; Rommedahl, Joen ; Due, Jeppe Klok ; Igel, Christian ; Elliott, Desmond ; Pedersen, Carsten B. ; Salazar, Israfel ; Søgaard, Anders. / Date Recognition in Historical Parish Records. Frontiers in Handwriting Recognition : 18th International Conference, ICFHR 2022, Hyderabad, India, December 4–7, 2022, Proceedings. red. / Utkarsh Porwal ; Alicia Fornés ; Faisal Shafait. Springer, 2022. s. 49-64 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Bind 13639 LNCS).
Bibtex
@inproceedings{800dab82095343cdb82140b958bdbd07,
title = "Date Recognition in Historical Parish Records",
abstract = "In Northern Europe, parish records provide centuries of lineage information, useful not only for settling inheritance disputes, but also for studying hereditary diseases, social mobility, etc. The key information to extract from scans of parish records to obtain lineage information is dates: birth dates (of children and their parents) and dates of baptisms. We present a new dataset of birth dates from Danish parish records and use it to benchmark different approaches to handwritten date recognition, some based on classification and some based on transduction. We evaluate these approaches across several experimental protocols and different segmentation strategies. A state-of-the-art transformer-based transduction model exhibits lower error rates than image classifiers in most scenarios. The image classifiers can nevertheless offer a compelling trade-off in terms of accuracy and computational resource requirements.",
keywords = "Handwriting recognition, Parish records, Robustness, Transfer learning",
author = "Piqueras, {Laura Cabello} and Constanza Fierro and Lotz, {Jonas F.} and Phillip Rust and Joen Rommedahl and Due, {Jeppe Klok} and Christian Igel and Desmond Elliott and Pedersen, {Carsten B.} and Israfel Salazar and Anders S{\o}gaard",
note = "Funding Information: Supported by Novo Nordisk Foundation (grant NNF 20SA0066568). L. C. Piqueras, C. Fierro, J. F. Lotz, and P. Rust—Equal Contribution. Publisher Copyright: {\textcopyright} 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.; 18th International Conference on Frontiers in Handwriting Recognition, ICFHR 2022 ; Conference date: 04-12-2022 Through 07-12-2022",
year = "2022",
doi = "10.1007/978-3-031-21648-0_4",
language = "English",
isbn = "9783031216473",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer",
pages = "49--64",
editor = "Utkarsh Porwal and Alicia Forn{\'e}s and Faisal Shafait",
booktitle = "Frontiers in Handwriting Recognition",
address = "Switzerland",
}
RIS
TY - GEN
T1 - Date Recognition in Historical Parish Records
AU - Piqueras, Laura Cabello
AU - Fierro, Constanza
AU - Lotz, Jonas F.
AU - Rust, Phillip
AU - Rommedahl, Joen
AU - Due, Jeppe Klok
AU - Igel, Christian
AU - Elliott, Desmond
AU - Pedersen, Carsten B.
AU - Salazar, Israfel
AU - Søgaard, Anders
N1 - Funding Information:
Supported by Novo Nordisk Foundation (grant NNF 20SA0066568). L. C. Piqueras, C. Fierro, J. F. Lotz, and P. Rust—Equal Contribution.
Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.
PY - 2022
Y1 - 2022
N2 - In Northern Europe, parish records provide centuries of lineage information, useful not only for settling inheritance disputes, but also for studying hereditary diseases, social mobility, etc. The key information to extract from scans of parish records to obtain lineage information is dates: birth dates (of children and their parents) and dates of baptisms. We present a new dataset of birth dates from Danish parish records and use it to benchmark different approaches to handwritten date recognition, some based on classification and some based on transduction. We evaluate these approaches across several experimental protocols and different segmentation strategies. A state-of-the-art transformer-based transduction model exhibits lower error rates than image classifiers in most scenarios. The image classifiers can nevertheless offer a compelling trade-off in terms of accuracy and computational resource requirements.
AB - In Northern Europe, parish records provide centuries of lineage information, useful not only for settling inheritance disputes, but also for studying hereditary diseases, social mobility, etc. The key information to extract from scans of parish records to obtain lineage information is dates: birth dates (of children and their parents) and dates of baptisms. We present a new dataset of birth dates from Danish parish records and use it to benchmark different approaches to handwritten date recognition, some based on classification and some based on transduction. We evaluate these approaches across several experimental protocols and different segmentation strategies. A state-of-the-art transformer-based transduction model exhibits lower error rates than image classifiers in most scenarios. The image classifiers can nevertheless offer a compelling trade-off in terms of accuracy and computational resource requirements.
KW - Handwriting recognition
KW - Parish records
KW - Robustness
KW - Transfer learning
U2 - 10.1007/978-3-031-21648-0_4
DO - 10.1007/978-3-031-21648-0_4
M3 - Article in proceedings
AN - SCOPUS:85144400547
SN - 9783031216473
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 49
EP - 64
BT - Frontiers in Handwriting Recognition
A2 - Porwal, Utkarsh
A2 - Fornés, Alicia
A2 - Shafait, Faisal
PB - Springer
T2 - 18th International Conference on Frontiers in Handwriting Recognition, ICFHR 2022
Y2 - 4 December 2022 through 7 December 2022
ER -
