Bahasa Isyarat Malaysia (BIM) simulator based on mask R-CNN
Due to the shortage of signal language interpreters, society frequently faces verbal exchange obstacles with deaf-mute communities. Sign language is a frame language that uses gestures to speak among regular and deaf humans. However, the cutting-edge manner of gaining knowledge of the signal languag...
Gespeichert in:
Hauptverfasser: | , , , , |
---|---|
Format: | Tagungsbericht |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Due to the shortage of signal language interpreters, society frequently faces verbal exchange obstacles with deaf-mute communities. Sign language is a frame language that uses gestures to speak among regular and deaf humans. However, the cutting-edge manner of gaining knowledge of the signal language is useless and inconvenient. Bahasa Isyarat Malaysia (BIM), or Malaysian Sign Language, is a principal language of the Malaysian deaf community. BIM Simulator consists of an image detection mechanism utilized by Mask C-RNN to come across and interpret Malay sign language for users. The application program used on this project is OpenCV and PyCharm. This project makes an improvement that consists of 4 important stages; records set acquisition, records set trainer, form classification, and image recognition. The simulator is made to recognize hand gestures based on brightness and the shade of a shadow with 80% of accuracy. The simulator is straightforward to apply and no longer requires a web connection; thus, users without problems directly translate the hand gesture easily. |
---|---|
ISSN: | 0094-243X 1551-7616 |
DOI: | 10.1063/5.0170825 |