Robust Video-based Face Recognition
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2015, Vol 3, Issue 5
Abstract
In recent years, multi-camera networks have become increasingly common for biometric and surveillance systems. Multi view face recognition has become an active research area in recent years. In this paper, an approach for video-based face recognition in camera networks is proposed. Traditional approaches estimate the pose of the face explicitly. A robust feature for multi-view recognition that is insensitive to pose variations is proposed in this project. The proposed feature is developed using the spherical harmonic representation of the face, texture mapped onto a sphere. The texture map for the whole face constructed by back-projecting the image intensity values from each of the views onto the surface of the spherical model. A particle filter is used to track the 3D location of the head using multi- view information. Videos provide an automatic and efficient way for feature extraction. Data redundancy renders the recognition algorithm more robust. The similarity between feature sets from different videos can be measured using the reproducing Kernel Hilbert space.
Authors and Affiliations
B. Sivaranjani, Meena Selvaraj
Keywords
Related Articles
- EP ID EP20620
- DOI -
- Views 277
- Downloads 3
Pre-Treatment Process for Sorghum Biomass for Preparation of Bio-Ethanol.
Biomass is the term used for the biological material from living or recently living organisms such as wood, waste materials, gases and alcohol fuels. It is commonly plant matter that is specifically grown in order to pr...
Study on the Feedback of Stress Responsive Hormones CRH/AVP in HPA Axis by Residual Life Reliability Function with Hazard Rate Due to Human Stress
A study on given that a unit of age‘t’ the remaining life after time t is random. It is well known that the class of distribution with decreasing mean residual life (DMR) contains the class of distribution with increasi...
Watershed Protection and Management Using QGIS: Study Area of Borgoan Village, Sangli, Maharashtra. A review
Watershed management or protection implies the proper use of all land and water resources of a watershed for an optimum production with minimum hazard to natural resources. Delineated watersheds are required for HSPF mo...
Matlab Implementation of Face Recognition Using Local Binary Variance Pattern
Face images can be seen as a composition of micro-patterns which can be well described by LBP (Local Binary Pattern). We exploited this observation on human face database for efficient representation in face recognition...
Review of Home Based Security Mechanism Using Paired Key for Sensor to Cloud Communication
Iot-related health care system are based on the vital description of the iot as a network of devices that connect directly with each other to capture and share important data through a secure service layer as ssl that c...