Human Gait Based Gender Classification Using Various Transformation Techniques
Journal Title: International Journal of Research in Computer and Communication Technology - Year 2013, Vol 2, Issue 11
Abstract
Gender classification such as classifying human face is only challenging for computer, but even hard for human in some cases. In our work a new novel approach is proposed to recognize gender from the face image. Continuous Wavelet Transforms, Discrete Wavelet Transforms, Radon Transforms are used for features selections for each face images of male and female. These selected features will be used to classify the face images of each Gender using Support Vector Machine with Linear Kernel. Our work use ORL database contain 100 images include both Male and Female Gender .The experimental result shows that the proposed approach (Continuous wavelet Transform and Support Vector Machine). Proposed work achieves higher performance than some other methods, and is even more accurate than human observers. We also present a numerical analysis of the contributions of different human components, which shows that head, hair and back are more discriminative than other components. All the above prove that gaitbased gender classification is feasible in controlled environments. We use both static and dynamic data sets ( images & video) for the gender classification process through SVM classifier.
Authors and Affiliations
Muthumari Paluchamy, D. Suganya, S. Ellammal
Keywords
Related Articles
- EP ID EP27752
- DOI -
- Views 291
- Downloads 2
A Secure Mona Protocol for Data Sharing In Un-Trusted Cloud
Cloud computing provides different services economically and efficiently to share many resources among cloud users with low maintenance cost. But unfortunately, during this sharing process data preservation and data...
A Survey of Techniques for Intrusion Detection System
In this paper we will discuss the various kinds of anomalous and malicious activities, which can be a symptoms of Intrusion. The term Intrusion detection was coined in 1980. Since then many Frameworks for Intrusion D...
A Technique To Solve Real-World Problems In Text Classification, Computer Vision, And Bioinformatics
The key confront of online feature selection is how to create precise prediction for an example by means of a small number of active features. This is in difference to the traditional setup of online knowledge where a...
A Secured Dynamic Location Monitoring System in WSN
Wireless sensor network is broadly spreading network of the communication field. Wireless sensor network is having sensor nodes as sensing devices which sense physical or environmental conditions and a sink node is t...
Using Conventional MMQA To Automatically Annotate Media Entities
It is worth stating that already exist several research efforts enthusiastic to automatically answering questions with multimedia data i.e. the so-called Multimedia Question Answering (MMQA). But these approaches gen...