This paper presents the methodology we used to crowdsource a data collection of a new large-scale signer independent dataset for Kazakh-Russian Sign Language (KRSL) created for Sign Language Processing. By involving the Deaf community throughout the research process, we firstly designed a research protocol and then performed an efficient crowdsourcing campaign that resulted in a new FluentSigners-50 dataset. The FluentSigners-50 dataset consists of 173 sentences performed by 50 KRSL signers for 43,250 video samples. Dataset contributors recorded videos in real-life settings on various backgrounds using various devices such as smartphones and web cameras. Therefore, each dataset contribution has a varying distance to the camera, camera angles and aspect ratio, video quality, and frame rates. Additionally, the proposed dataset contains a high degree of linguistic and inter-signer variability and thus is a better training set for recognizing a real-life signed speech. FluentSigners-50 is publicly available at https://krslproject.github.io/fluentsigners-50/
Medet Mukushev, Aidyn Ubingazhibov, Aigerim Kydyrbekova, Alfarabi Imashev, Vadim Kimmelman, Anara Sandygulova. 2022. Crowdsourcing Kazakh-Russian Sign Language: FluentSigners-50. In Proceedings of the 13th International Conference on Language Resources and Evaluation (LREC 2022), pages 2541–2547, Marseille, France. European Language Resources Association (ELRA).
BibTeX Export
@inproceedings{mukushev-etal-2022-crowdsourcing:lrec,
author = {Mukushev, Medet and Ubingazhibov, Aidyn and Kydyrbekova, Aigerim and Imashev, Alfarabi and Kimmelman, Vadim and Sandygulova, Anara},
title = {Crowdsourcing {Kazakh-Russian} {Sign} {Language}: {FluentSigners-50}},
pages = {2541--2547},
editor = {Calzolari, Nicoletta and B{\'e}chet, Fr{\'e}d{\'e}ric and Blache, Philippe and Choukri, Khalid and Cieri, Christopher and Declerck, Thierry and Goggi, Sara and Isahara, Hitoshi and Maegaard, Bente and Mariani, Joseph and Mazo, H{\'e}l{\`e}ne and Odijk, Jan and Piperidis, Stelios},
booktitle = {13th International Conference on Language Resources and Evaluation ({LREC} 2022)},
publisher = {{European Language Resources Association (ELRA)}},
address = {Marseille, France},
day = {20--25},
month = jun,
year = {2022},
isbn = {979-10-95546-72-6},
language = {english},
url = {http://www.lrec-conf.org/proceedings/lrec2022/pdf/2022.lrec-1.271}
}
| Ubingazhibov, Aidyn | Kydyrbekova, Aigerim | Imashev, Alfarabi