Title :
A feature point based scheme for unsupervised video object segmentation in stereoscopic video sequences
Author :
Ntalianis, Klimis S. ; Doulamis, Nikolaos D. ; Doulamis, Anastasios D. ; Kollias, Stefanos D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Greece
Abstract :
The video coding standard MPEG-4 is enabling content-based functionalities by the introduction of video object planes (VOPs) which represent semantically meaningful objects. A novel fast, unsupervised semantic segmentation scheme is presented for stereoscopic sequences, which utilizes the provided depth information. Each stereo pair is first analyzed and the disparity field and occluded areas are estimated. Then a multiresolution implementation of the RSST segmentation algorithm is applied to the depth map for extracting the depth segments. For each depth segment, except the last, feature points are generated on its contour and a motion geometric space (MGS) for every initial point is defined. Afterwards one point per MGS is selected, which satisfies predefined intensity and curvature constraints so that the object boundaries are accurately extracted. Experimental results are presented to indicate the good performance of the proposed scheme on real life stereoscopic video sequences
Keywords :
content-based retrieval; image segmentation; multimedia communication; stereo image processing; video coding; MPEG-4; RSST segmentation algorithm; depth information; depth map; feature point based scheme; feature points; motion geometric space; multiresolution implementation; semantic segmentation scheme; stereo pair; stereoscopic video sequences; unsupervised video object segmentation; video coding; video object planes; Buildings; Data mining; Humans; Image coding; MPEG 4 Standard; MPEG 7 Standard; Multimedia databases; Object segmentation; Video coding; Video sequences;
Conference_Titel :
Multimedia and Expo, 2000. ICME 2000. 2000 IEEE International Conference on
Conference_Location :
New York, NY
Print_ISBN :
0-7803-6536-4
DOI :
10.1109/ICME.2000.871062