Title :
Fast and automatic video object segmentation and tracking for content-based applications
Author :
Kim, Changick ; Hwang, Jenq-Neng
Author_Institution :
Epson Palo Alto Lab., Epson Res. & Dev. Inc, Palo Alto, CA, USA
fDate :
2/1/2002 12:00:00 AM
Abstract :
The new video-coding standard MPEG-4 enables content-based functionality, as well as high coding efficiency, by taking into account shape information of moving objects. A novel algorithm for segmentation of moving objects in video sequences and extraction of video object planes (VOPs) is proposed . For the case of multiple video objects in a scene, the extraction of a specific single video object (VO) based on connected components analysis and smoothness of VO displacement in successive frames is also discussed. Our algorithm begins with a robust double-edge map derived from the difference between two successive frames. After removing edge points which belong to the previous frame, the remaining edge map, moving edge (ME), is used to extract the VOP. The proposed algorithm is evaluated on an indoor sequence captured by a low-end camera as well as MPEG-4 test sequences and produces promising results
Keywords :
code standards; content-based retrieval; data compression; feature extraction; image motion analysis; image retrieval; image segmentation; image sequences; telecommunication standards; tracking; video coding; MPEG-4 test sequences; MPEG-4 video-coding standard; automatic video object segmentation; camera; connected components analysis; content-based applications; fast video object segmentation; high coding efficiency; indoor sequence; moving edge; moving objects segmentation; robust double-edge map; shape information; video object planes extraction; video object tracking; video objects displacement smoothness; video sequences; Change detection algorithms; Data mining; Image edge detection; MPEG 4 Standard; Object detection; Object segmentation; Shape; Testing; Tracking; Video sequences;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on