Title :
An active contour-based video object segmentation scheme for stereoscopic video sequences
Author :
Ntalianis, Klimis S. ; Doulamis, Nikolaos D. ; Doulamis, Anastasios D. ; Kollias, Stefanos D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Athens Nat. Tech. Univ., Greece
Abstract :
A modified snake-based scheme is presented for unsupervised stereoscopic semantic segmentation. The scheme utilizes the provided depth information and the power of active contours to adjust to object edges. Each stereo pair is analyzed and a depth map is constructed. Then a multiresolution implementation of the recursive shortest spanning tree (RSST) segmentation algorithm is applied to the depth field to generate depth segments. Afterwards a novel edge map, free of several non-object edges, is constructed. The next step includes the initialization of the modified snake. The constructed edge map empowers the snake to move towards the object while, at the same time, its new bending energy decreases the computational complexity. Finally the active contour extracts the video object planes (VOP). Experimental results indicate the reliable performance of the proposed scheme on real life stereoscopic video sequences.
Keywords :
computational complexity; image resolution; image segmentation; image sequences; stereo image processing; trees (mathematics); video signal processing; RSST segmentation algorithm; active contour-based video object segmentation; active contours; bending energy; computational complexity; depth information; depth map; depth segments; edge map; modified snake-based scheme; multiresolution implementation; object edges; recursive shortest spanning tree; stereoscopic video sequences; unsupervised stereoscopic semantic segmentation; video coding; video object planes; Active contours; Computational complexity; Deductive databases; Energy resolution; Image segmentation; MPEG 4 Standard; Object segmentation; Video coding; Video sequences; Videoconference;
Conference_Titel :
Electrotechnical Conference, 2000. MELECON 2000. 10th Mediterranean
Print_ISBN :
0-7803-6290-X
DOI :
10.1109/MELCON.2000.879993