Interact With Computer System Using Real-Time Static Hand Gesture Recognition
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 4
Abstract
Hand gestures are powerful approach of communication among humans and the sign language is the most effective and natural communication for the peoples. In this work, the hand gesture system is developed. The setup of the proposed system needs fixed position webcam with 20 mega pixel resolution. It captures snapshot using RGB colour space from static distance. This work is divided in different stages, which are image pre-processing, the region extraction after that feature extraction & last feature matching. First stage converts captured input image into binary image using gray threshold, followed by morphological operations. At Second stage, blob extracts hand region and crop is applied for getting extracted region and then “Sobel” edge detection is applied on the above extracted region. Third stage gives feature vectors as area of edge, which will be compared with feature vectors of a dataset by using Euclidian distance in the further stage. Minimum Euclidian distance gives accurate recognition of perfect matching gesture for performing corresponding activity. This paper have experiments for static hand gestures related to all 26 alphabets. The Training dataset having number of samples of each symbol in different shapes, different positions and conditions of environment. It can reliably recognize single hand gestures in real time. It can achieve upto 82.88% of recognition rate in static background with least Euclidian distance.
Authors and Affiliations
Ajit R. Waingankar, Sanket S. Gurav, Abhishek A. Naik, Rohit S. Gangan
Keywords
Related Articles
- EP ID EP22058
- DOI -
- Views 186
- Downloads 5
Effect of Growth Promoter on the Total Bacterial Load in Anabas testudineus Culture Ponds
This study was conducted to observe the total bacteria present in water and soil sample of thai koi, Anabas testudineus research ponds located behind the 1st academic building of Khulna University, Khulna, Bangladesh du...
slugDesign and Analysis of Three Stages pHEMT LNA At K-Band
Thispaper represents the designing of three stage LNA using EC2612 pHEMT technology.pHEMT technology gives high transconductance and shows better reliability. This three stage amplifier has been designed for K-band appl...
Analyzing Effects of Weld Parameters for Increasing the Strength of Welded Joint on Mild Steel Material by Using the MIG Welding Process
In Manufacturing the Mechanical Components, joining is the most requisite process. Welding is one such permanent type of joining methods which can join two or more different or same material parts. Among different types...
Use of Renewable Energy Sources in Construction of Green Building
This paper mainly aims towards the green building concept which includes the renewable sources used for the construction. The green building concept is very much useful in keeping the environment clean which on a certai...
Design of Smart Health Monitoring and Alert System Using IOT
The advent of technology in the medical sector is tremendous as of today. Yet there are no any basic instruments which detect the temperature, blood pressure and pulse rate. This paper describes an electronic sensor net...