I am intersted in rsearch topics in the areas of Comuter Vision and Machine Learning.

Interested Research Topics

  • 3D Computer Vision
  • Object Detection and Recognition
  • Surveillance (tracking and event recognition)
  • Structure from motion
  • Video Editing
  • Vision-based Intelligent Advertisement System
  • Optimization (theory and practice)

Current Research

Eigen Scale Space (ESS) Manifold for Face Recognition on Blurred Images.

firefox This work focused on face recognition on degraded images obtained from an outdoor surveillance camera. The main challenge involved was to learn the level of degradation using Machine Learning Techniques and develop a recognition system which can compensate for the presence of degradation. A novel framework is proposed, which combine Eigen Scale Space -ESS (this terminology is an outcome of the proposed solution) and Kernel Direct Discriminant Analysis (KDDA) in a fruitful way which leads to significant improvement in the recognition performance.