Exploring a Novel Mexican Sign Language Lexicon Video Dataset
This research explores a novel Mexican Sign Language (MSL) lexicon video dataset containing the dynamic gestures most frequently used in MSL. Each gesture consists of a set of different versions of videos under uncontrolled conditions. The MX-ITESO-100 dataset is composed of a lexicon of 100 gesture...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-08-01
|
| Series: | Multimodal Technologies and Interaction |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2414-4088/7/8/83 |
| _version_ | 1797583641090457600 |
|---|---|
| author | Víctor Martínez-Sánchez Iván Villalón-Turrubiates Francisco Cervantes-Álvarez Carlos Hernández-Mejía |
| author_facet | Víctor Martínez-Sánchez Iván Villalón-Turrubiates Francisco Cervantes-Álvarez Carlos Hernández-Mejía |
| author_sort | Víctor Martínez-Sánchez |
| collection | DOAJ |
| description | This research explores a novel Mexican Sign Language (MSL) lexicon video dataset containing the dynamic gestures most frequently used in MSL. Each gesture consists of a set of different versions of videos under uncontrolled conditions. The MX-ITESO-100 dataset is composed of a lexicon of 100 gestures and 5000 videos from three participants with different grammatical elements. Additionally, the dataset is evaluated in a two-step neural network model as having an accuracy greater than 99% and thus serves as a benchmark for future training of machine learning models in computer vision systems. Finally, this research provides an inclusive environment within society and organizations, in particular for people with hearing impairments. |
| first_indexed | 2024-03-10T23:41:42Z |
| format | Article |
| id | doaj.art-a9dbab1467bb44fdaf90c4b431d17d7b |
| institution | Directory Open Access Journal |
| issn | 2414-4088 |
| language | English |
| last_indexed | 2024-03-10T23:41:42Z |
| publishDate | 2023-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Multimodal Technologies and Interaction |
| spelling | doaj.art-a9dbab1467bb44fdaf90c4b431d17d7b2023-11-19T02:26:30ZengMDPI AGMultimodal Technologies and Interaction2414-40882023-08-01788310.3390/mti7080083Exploring a Novel Mexican Sign Language Lexicon Video DatasetVíctor Martínez-Sánchez0Iván Villalón-Turrubiates1Francisco Cervantes-Álvarez2Carlos Hernández-Mejía3Instituto Tecnológico de Estudios Superiores de Occidente (ITESO), Guadalajara 45604, MexicoInstituto Tecnológico de Estudios Superiores de Occidente (ITESO), Guadalajara 45604, MexicoInstituto Tecnológico de Estudios Superiores de Occidente (ITESO), Guadalajara 45604, MexicoTecnológico Nacional de México/ITS de Misantla, Misantla 93850, MexicoThis research explores a novel Mexican Sign Language (MSL) lexicon video dataset containing the dynamic gestures most frequently used in MSL. Each gesture consists of a set of different versions of videos under uncontrolled conditions. The MX-ITESO-100 dataset is composed of a lexicon of 100 gestures and 5000 videos from three participants with different grammatical elements. Additionally, the dataset is evaluated in a two-step neural network model as having an accuracy greater than 99% and thus serves as a benchmark for future training of machine learning models in computer vision systems. Finally, this research provides an inclusive environment within society and organizations, in particular for people with hearing impairments.https://www.mdpi.com/2414-4088/7/8/83Mexican sign languagedatasethand gesturescomputer vision |
| spellingShingle | Víctor Martínez-Sánchez Iván Villalón-Turrubiates Francisco Cervantes-Álvarez Carlos Hernández-Mejía Exploring a Novel Mexican Sign Language Lexicon Video Dataset Multimodal Technologies and Interaction Mexican sign language dataset hand gestures computer vision |
| title | Exploring a Novel Mexican Sign Language Lexicon Video Dataset |
| title_full | Exploring a Novel Mexican Sign Language Lexicon Video Dataset |
| title_fullStr | Exploring a Novel Mexican Sign Language Lexicon Video Dataset |
| title_full_unstemmed | Exploring a Novel Mexican Sign Language Lexicon Video Dataset |
| title_short | Exploring a Novel Mexican Sign Language Lexicon Video Dataset |
| title_sort | exploring a novel mexican sign language lexicon video dataset |
| topic | Mexican sign language dataset hand gestures computer vision |
| url | https://www.mdpi.com/2414-4088/7/8/83 |
| work_keys_str_mv | AT victormartinezsanchez exploringanovelmexicansignlanguagelexiconvideodataset AT ivanvillalonturrubiates exploringanovelmexicansignlanguagelexiconvideodataset AT franciscocervantesalvarez exploringanovelmexicansignlanguagelexiconvideodataset AT carloshernandezmejia exploringanovelmexicansignlanguagelexiconvideodataset |