1. Systematic Sampling in Image-Synthesis.
- Author
-
Gavrilova, Marina, Gervasi, Osvaldo, Kumar, Vipin, Tan, C. J. Kenneth, Taniar, David, Laganà, Antonio, Mun, Youngsong, Choo, Hyunseung, Sbert, Mateu, Rigau, Jaume, Feixas, Miquel, and Neumann, Laszlo
- Abstract
In this paper we investigate systematic sampling in the image- synthesis context. Systematic sampling has been widely used in stereology to improve the efficiency of different probes in experimental design. These designs are theoretically based on estimators of 1-dimensional and 2-dimensional integrals. For the particular case of the characteristic function, the variance of these estimators has been shown to be asymptotically N -3/2, which improves on the O(N -1) behaviour of independent estimators using uniform sampling. Thus, when no a priori knowledge of the integrand function is available, like in several image synthesis techniques, systematic sampling efficiently reduces the computational cost. [ABSTRACT FROM AUTHOR]
- Published
- 2006
- Full Text
- View/download PDF