DocumentCode :
1623911
Title :
A hybrid method for object identification and event detection in video
Author :
Kumar, Kethavath Prem ; Parameswaran, L.
Author_Institution :
CSE Dept., Amrita Vishwa Vidyapeetham Univ., Coimbatore, India
fYear :
2013
Firstpage :
1
Lastpage :
4
Abstract :
Video event detection (VED) is a challenging task especially with a large variety of objects in the environment. Even though there exist numerous algorithms for event detection, most of them are unsuitable for a typical consumer purpose. A hybrid method for detecting and identifying the moving objects by their color and spatial information is presented in this paper. In tracking multiple moving objects, the system makes use of motion of changed regions. In this approach, first, the object detector will look for the existence of objects that have already been registered. Then the control is passed on to an event detector which will wait for an event to happen which can be object placement or object removal. The object detector becomes active only if any event is detected. Simple training procedure using a single color camera in HSV color space makes it a consumer application. The proposed model has proved to be robust in various indoor environments and different types of background scenes. The experimental results prove the feasibility of the proposed method.
Keywords :
image colour analysis; image registration; image sensors; object detection; object tracking; video signal processing; HSV color space; VED; color information; moving object detection; multiple moving object tracking; object identification; object placement; object removal; single color camera; spatial information; training procedure; video event detection; Cameras; Detectors; Event detection; Histograms; Image color analysis; Object recognition; Training; Object recognition; feature extraction; object tracking; video event detection; video surveillance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2013 Fourth National Conference on
Conference_Location :
Jodhpur
Print_ISBN :
978-1-4799-1586-6
Type :
conf
DOI :
10.1109/NCVPRIPG.2013.6776223
Filename :
6776223
Link To Document :
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