Expression through Hands_PSL

Published: 26 September 2022| Version 3 | DOI: 10.17632/4d6tj5snkd.3
Contributor:
Sameena Javaid

Description

Cite following: Citation | Sameena Javaid, Safdar Rizvi, Muhammad Talha Ubaid, Abdou Darboe, Shakir. Mahmood. Mayo “Interpretation of Expressions through Hand Signs Using Deep Learning Techniques,” International Journal of Innovations in Science and Technology, vol. 4, no. 2, pp. 596–611, 2022. The collected dataset used in this research with a mobile device OPPO A76 having dual Cameras: 13MP, f/2.2 and LED flash. The selection of the gestures is based on the basic seven expressions of sad, happy, neutral, disgust, scared, angry, and surprise. Here to elaborate on the seven basic expressions through hand we have selected seven adjectives from Pakistan Sign Language, which are expressed as follows: disgust feeling is expressed by a bad adjective, the neutral feeling is expressed by the best adjective, the happy feeling is elaborated by glad as an adjective, the sad feeling is associated to the sad adjective, just like scared expression is associated with the scared adjective, the further the stiff adjective expresses the further angry feeling surprise expression has the same surprise adjective in PSL to portray action.

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Steps to reproduce

Device controlling gestures Emotion analysis of elderly and disable persons

Categories

Image Processing, Machine Learning, Sign Language, Deep Learning, Transfer Learning

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