Feature based Algorithmic Analysis on American Sign Language Dataset
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2019, Vol 10, Issue 5
Abstract
Physical disability is one of the factor in human beings, which cannot be ignored. A person who can’t listen by nature is called deaf person. For the representation of their knowledge, a special language is adopted called ‘Sign-Language’. American Sign Language (ASL) is one of the most popular sign language that is used for learning process in deaf persons. For the representation of their knowledge by deaf persons, a special language is adopted ‘Sign-Language’. American Sign Language contains a set of digital images of hands in different shapes or hand gestures. In this paper, we present feature based algorithmic analysis to prepare a significant model for recognition of hand gestures of American Sign Language. To make a machine intelligent, this model can be used to learn efficiently. For effective machine learning, we generate a list of useful features from digital images of hand gestures. For feature extraction, we use Matlab 2018a. For training and testing, we use weka-3-9-3 and Rapid Miner 9 1.0. Both application tools are used to build an effective data modeling. Rapid Miner outperforms with 99.9% accuracy in auto model.
Authors and Affiliations
Umair Muneer Butt, Basharat Husnain, Usman Ahmed, Arslan Tariq, Iqra Tariq, Muhammad Aadil Butt, Dr. Muhammad Sultan Zia
Keywords
Related Articles
- EP ID EP579087
- DOI 10.14569/IJACSA.2019.0100575
- Views 103
- Downloads 0
Muscle Electro Stimulator for the Reduction of Stretch Marks
The problem of stretch marks is generated because the skin stretches abruptly in a short time; this change causes the skin to deform and widen, forming a roughness. This roughness is what is known as stretch marks. This...
Effect of Routing Protocols and Layer 2 Mediums on Bandwidth Utilization and Latency
Computer networks (CNS) are progressing as emerging field in information and communication technology (ICT). Various computer networks related problems relies on performance of computer network specifically bandwidth uti...
Conditions Facilitating the Aversion of Unpopular Norms: An Agent-Based Simulation Study
People mostly facilitate and manage their social lives adhering to the prevalent norms. There are some norms which are unpopular, yet people adhere to them. Ironically, people at individual level do not agree to these no...
A Semantics for Concurrent Logic Programming Languages Based on Multiple-Valued Logic
In order to obtain an understanding of parallel logic thought it is necessary to establish a fully abstract model of the denotational semantics of logic programming languages. In this paper, a fixed point semantics for t...
The Fundamentals of Unimodal Palmprint Authentication based on a Biometric System: A Review
Biometric system can be defined as the automated method of identifying or authenticating the identity of a living person based on physiological or behavioral traits. Palmprint biometric-based authentication has gained co...