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3D growing deformable B-surface model for object detection
- Source :
- ICARCV
- Publication Year :
- 2005
- Publisher :
- IEEE, 2005.
-
Abstract
- A new method, called 3D growing deformable B-surface model, is proposed for object detection which works in 3D space directly. First, the coarse boundary of the subject is extracted. The 3D external force field of the subject is generated based on this coarse boundary using modified GVF (gradient vector flow). After the initialization of a surface patch, growing B-surface model starts to deform it to locate the boundary of the object. Next, this surface patch is anchored to the surface of the subject and a new surface patch grows up based it. This process is repeated until a closed surface of the subject is obtained. 3D growing deformable B-surface model overcomes the difficulty that comes from analyzing 3D volume image slice by slice. And the computation load of B-surface is reduced since the internal force is not necessary in every iteration deformation step. Next, the geometric information on every surface point can be calculated easily. And it has the ability Io achieve high compression ratio (the ratio of data to parameters) by presenting the whole surface with only a relatively small number of control points. Growing B-surface model simplifies the initialization step of the surface model.
Details
- Database :
- OpenAIRE
- Journal :
- ICARCV 2004 8th Control, Automation, Robotics and Vision Conference, 2004.
- Accession number :
- edsair.doi...........f81350f7e8480268f230f35508679425
- Full Text :
- https://doi.org/10.1109/icarcv.2004.1468851