TY - GEN
T1 - Correcting camera shake by incremental sparse approximation
AU - Zhang, Huaizhong
AU - Essa, Ehab
AU - Xie, Xianghua
PY - 2014/2/13
Y1 - 2014/2/13
N2 - In this paper, we present a graph based
segmentation method
that only requires a single point from user
initialization.
We incorporate a new image feature into
the segmentation
scheme. It is derived from a vector field
that takes into account
gradient vector interactions across
the image domain,
and has the simplicity of edge based
features but also proves
to be a useful region indication in two-level
segmentation.
Effective vector field diffusion is proposed
to deal with excessive
image noise. Based on a single user
point we unravel the
image and transfer the object
segmentation into a height field
segmentation in polar coordinates, which
in effect imposes
a star shape prior. The search of a
minimum closed set on
a node weighted, directed graph produces
the segmentation
result. Comparative analysis on real world
images demonstrates
promising performances of the
proposed method in
segmentation accuracy and its simplicity in
user interaction.
AB - In this paper, we present a graph based
segmentation method
that only requires a single point from user
initialization.
We incorporate a new image feature into
the segmentation
scheme. It is derived from a vector field
that takes into account
gradient vector interactions across
the image domain,
and has the simplicity of edge based
features but also proves
to be a useful region indication in two-level
segmentation.
Effective vector field diffusion is proposed
to deal with excessive
image noise. Based on a single user
point we unravel the
image and transfer the object
segmentation into a height field
segmentation in polar coordinates, which
in effect imposes
a star shape prior. The search of a
minimum closed set on
a node weighted, directed graph produces
the segmentation
result. Comparative analysis on real world
images demonstrates
promising performances of the
proposed method in
segmentation accuracy and its simplicity in
user interaction.
UR - http://www.mendeley.com/research/correcting-camera-shake-incremental-sparse-approximation
U2 - 10.1109/ICIP.2013.6738118
DO - 10.1109/ICIP.2013.6738118
M3 - Conference proceeding (ISBN)
SN - 978-1-4799-2341-0
T3 - 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings
SP - 572
EP - 576
BT - 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings
T2 - IEEE 20th International Conference
Y2 - 15 September 2013 through 18 September 2013
ER -