CUDA Accelerated Multi-domain Volumetric Image Segmentation and Using a Higher Order Level Set Method
Abstract:
In this paper we present a methodology for smooth surface segmentation (partition) of volumetric images using higher order level set scheme. The segmentation allows for a multi-domain partitioning by minimizing modi-fied Mumford-Shah functional. Since, volumetric images tend to be de-manding in terms of computation and memory space, we employ a CUDA based fast GPU segmentation and provide accuracy measures compared with an equivalent CPU implementation. Our resulting surfaces are C2-smooth resulting from tri-cubic spline interpolation algorithm. We also provide error bounds on the reconstruction/segmentation.
Año de publicación:
2009
Keywords:
Fuente:
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Tipo de documento:
Other
Estado:
Acceso abierto
Áreas de conocimiento:
- Visión por computadora
- Simulación por computadora
Áreas temáticas:
- Métodos informáticos especiales
- Ciencias de la computación
- Funcionamiento de bibliotecas y archivos