Title :
Compressed domain object tracking for automatic indexing of objects in MPEG home video
Author :
Achanta, Radhakrishna ; Kankanhalli, Mohan ; Mulhem, Philippe
Author_Institution :
Sch. of Comput., Nat. Univ. of Singapore, Singapore
Abstract :
Object tracking is of utmost importance for automatic indexing of video content. This work presents an object tracker that operates directly on MPEG compressed data. Motion vectors and discrete cosine transform (DCT) coefficients directly available from the compressed video stream are exploited for the purpose of tracking. Tracking proceeds in two steps: motion vector based tracking in P and B frames within the groups of pictures (GOPs), and object identification in I frames. Colour, which is one of the strongest cues for tracking is used for the identification step. Such a system offers speed, simplicity and robustness against occlusion and camera motion, with good intra-shot tracking for shots in excess of 500 frames, as shown in the experimental results.
Keywords :
code standards; data compression; database indexing; discrete cosine transforms; image colour analysis; image motion analysis; image sequences; standards; telecommunication standards; tracking; transform coding; video coding; video databases; B frames; DCT coefficients; MPEG compressed data; MPEG home video; P frames; automatic object indexing; automatic video content indexing; camera motion robustness; colour video; compressed domain object tracking; compressed video stream; discrete cosine transform; groups of pictures; intra-shot tracking; motion vector based tracking; occlusion robustness; Cameras; Discrete cosine transforms; Home computing; Image segmentation; Machine assisted indexing; Robustness; Streaming media; Tracking; Transform coding; Video compression;
Conference_Titel :
Multimedia and Expo, 2002. ICME '02. Proceedings. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7304-9
DOI :
10.1109/ICME.2002.1035400