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A Dataset for Irish Sign Language Recognition

Authors: 

Marlon Oliveira, Houssem Chatbri, Ylva Ferstl, Mohamed Farouk, Suzanne Little, Noel O'Connor, Alistair Sutherland

Publication Type: 
Refereed Conference Meeting Proceeding
Abstract: 
We introduce a new image dataset for Irish Sign Language (ISL) recognition. We filmed human subjects performing ISL hand-shapes and movements, resulting in 468 videos. Then, we extracted frames from the videos. This resulted in a total of 58,114 images for the 23 common hand-shapes from the ISL language. This dataset is a part of our ongoing work on ISL recognition using pattern recognition methods. In addition to the dataset, we report experiments using Principal Component Analysis (PCA) where we reached 95% recognition accuracy.
Conference Name: 
Irish Machine Vision and Image Processing Conference (IMVIP)
Proceedings: 
Proceedings of the Irish Machine Vision and Image Processing Conference (IMVIP)
Digital Object Identifer (DOI): 
10.na
Publication Date: 
30/08/2017
Conference Location: 
Ireland
Research Group: 
Institution: 
Dublin City University (DCU)
Open access repository: 
Yes