Random noise in Diffusion Tensor Imaging, its Destructive Impact and Some Corrections

Hahn, Klaus and Prigarin, Sergej and Heim, Susanne and Hasan, Khader (2005): Random noise in Diffusion Tensor Imaging, its Destructive Impact and Some Corrections. Collaborative Research Center 386, Discussion Paper 459

Abstract

The empirical origin of random noise is described, its influence on DTI variables is illustrated by a review of numerical and in vivo studies supplemented by new simulations investigating high noise levels. A stochastic model of noise propagation is presented to structure noise impact in DTI. Finally, basics of voxelwise and spatial denoising procedures are presented. Recent denoising procedures are reviewed and consequences of the stochastic model for convenient denoising strategies are discussed.

• Item Type: Paper (Research Paper)
• Collections: Mathematics, Computer Science and Statistics > Statistics > Collaborative Research Center 386; Special Research Fields > Special Research Field 386
• Subjects: 500 Science > 510 Mathematics
• Language: English