TY - GEN
T1 - Hole filling with random walks using occlusion constraints in view synthesis
AU - Choi, Sunghwan
AU - Ham, Bumsub
AU - Sohn, Kwanghoon
PY - 2011
Y1 - 2011
N2 - 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.
AB - 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.
KW - Hole filling
KW - inpainting
KW - random walks
KW - view synthesis
UR - http://www.scopus.com/inward/record.url?scp=84863023568&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84863023568&partnerID=8YFLogxK
U2 - 10.1109/ICIP.2011.6115858
DO - 10.1109/ICIP.2011.6115858
M3 - Conference contribution
AN - SCOPUS:84863023568
SN - 9781457713033
T3 - Proceedings - International Conference on Image Processing, ICIP
SP - 1965
EP - 1968
BT - ICIP 2011
T2 - 2011 18th IEEE International Conference on Image Processing, ICIP 2011
Y2 - 11 September 2011 through 14 September 2011
ER -