Title :
Color feature based video content extraction and its application for poster generation with relevance feedback
Author :
Mohidul Islam, S.M. ; Jahan, Taznin ; Das, Biswajit
Author_Institution :
Comput. Sci. & Eng. Discipline, Khulna Univ., Khulna, Bangladesh
Abstract :
Poster that represents a video has many applications in internet and media world. In this paper, a method is proposed to generate poster based on color feature and relevance feedback. Color feature is used because it is more closely to human perception and it is easy to extract, match and also effective for indexing. In our method as color feature of a frame in a video, HSV color space and Color Moment are used. To calculate similar frames i.e. to detect shot, Euclidean distance between the features of frames are compared with a predefined threshold value. One frame is selected from each shot and stored with Temporally Occurrence Value (TOV) of the Frame. As a video can have similar shots in it but in different times, so the similar frames from the similar shots of different times are detected and one frame is selected from them. Then this selected frame is stored with Permanent Occurrence Value (POV) of the Frame by replacing its TOV and discarding others of them from storage. Finally, five frames with maximum POV are selected to generate poster layout and ranked the posters by their relevance feedback. The experiments show the robust result than existing methods.
Keywords :
Internet; image colour analysis; relevance feedback; video signal processing; Euclidean distance; HSV color space; Internet; POV; TOV; color feature based video content extraction; color moment; human perception; permanent occurrence value; poster generation; poster layout; relevance feedback; temporally occurrence value; Color; Computers; Euclidean distance; Feature extraction; Image color analysis; Information technology; Layout; Color Moment; Color Space; HSV; POV; Relevance Feedback; TOV;
Conference_Titel :
Computer and Information Technology (ICCIT), 2013 16th International Conference on
Conference_Location :
Khulna
DOI :
10.1109/ICCITechn.2014.6997343