Title :
Hole filling with random walks using occlusion constraints in view synthesis
Author :
Choi, Sunghwan ; Ham, Bumsub ; Sohn, Kwanghoon
Author_Institution :
Dept. of Electr. & Electron. Eng., Yonsei Univ., Seoul, South Korea
Abstract :
In this paper, we propose a hole filling technique which coherently reconstructs the hole region during the view synthesis. The holes can be filled successfully in case that the virtual camera locates between real cameras by using interpolation. However, they cannot be handled in case that the virtual camera locates beyond the field of view of the real camera. We address this problem by jointly using image completion technique and random walks. First, occlusion constraint is imposed in order to guide the filling order. It is observed that the holes occur in a similar pattern because of the geometric characteristic of the camera configuration. This observation named vertical prior in this paper is also used to label each pixel on the fill front with foreground or background. Second, the probabilities estimated by random walks are utilized to find the patch candidates and to select the optimal patch. The experimental results show that the proposed method gives visually pleasing results over both interpolation and conventional image completion method.
Keywords :
computational geometry; image reconstruction; image sensors; interpolation; random processes; geometric characteristic; hole filling technique; hole region reconstruction; image completion technique; interpolation method; occlusion constraints; optimal patch; random walks; real cameras; view synthesis; virtual camera; Cameras; Image processing; Interpolation; Labeling; PSNR; TV; Three dimensional displays; Hole filling; inpainting; random walks; view synthesis;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6115858