AN ACCURACY IMPROVEMENT IN OBJECT DETECTION SYSTEM BASED ON VARIOUS CAMERA CONDITIONS
Keywords:
Gaussian mixture model, object detection, video processingAbstract
Field of Image Processing consists of verity of operations like image recognition, image sharpening, image
retrieval, video analysis, video processing and video quality enhancement etc. Video processing mainly concentrated on
tracking the object or retrieving the object’s properties from sequence of images, which is called as “frames”. In this
report we are going to discuss about different object detection method, their advantages, limitations, assumptions etc.
Gaussian mixture model (GMM) is one of those method used for object detection. GMM gives accurate result for
detecting objects with assumption of lighting condition, camera condition, video resolution et c. Existing work is also on
the basis of this model. So, accuracy of object detection process can be improved by eliminating those assumptions.