Title :
A region based descriptor for spatial distribution of motion activity for compressed video
Author :
Divakaran, Ajay ; Peker, Kadir ; Sun, Huifang
Author_Institution :
Adv. Television Lab., Mitsubishi Electr. ITA, Providence, NJ, USA
Abstract :
In this paper we present a new descriptor for the spatial distribution of motion activity in video sequences. We construct a histogram of areas of distinct regions (or "blobs") of "motion active" regions over the entire video shot. We carry out another thresholding process on the histogram to get our descriptor, which is a histogram normalized with respect to the average size of the blobs, and thus normalized with respect to frame size. We get similar precision-recall performance to the spatial activity descriptor in the current MPEG-7 experimental model. We are also able to successfully capture the effects of camera motion as well as the effects of non-camera motion in distinct uncorrelated parts of our descriptor. Since the feature extraction is in the compressed domain and simple, it is extremely fast. We find that our descriptor enables fast and accurate indexing of video.
Keywords :
data compression; feature extraction; image motion analysis; image sequences; indexing; video coding; MPEG-7 experimental model; blobs; camera motion; compressed video; feature extraction; frame size; indexing; motion activity; noncamera motion; precision-recall performance; region based descriptor; spatial distribution; thresholding process; video sequences; video shot; Bit rate; Cameras; Feature extraction; Histograms; Indexing; Laboratories; Sun; TV; Video compression; Video sequences;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899359