Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The Influence of Intensity Standardization on Medical Image Registration   Acquisition-to-acquisition signal intensity variations (non-standardness) are
inherent in MR images. Standardization is a post processing method for
correcting inter-subject intensity variations through transforming all images
from the given image gray scale into a standard gray scale wherein similar
intensities achieve similar tissue meanings. The lack of a standard image
intensity scale in MRI leads to many difficulties in tissue characterizability,
image display, and analysis, including image segmentation. This phenomenon has
been documented well; however, effects of standardization on medical image
registration have not been studied yet. In this paper, we investigate the
influence of intensity standardization in registration tasks with systematic
and analytic evaluations involving clinical MR images. We conducted nearly
20,000 clinical MR image registration experiments and evaluated the quality of
registrations both quantitatively and qualitatively. The evaluations show that
intensity variations between images degrades the accuracy of registration
performance. The results imply that the accuracy of image registration not only
depends on spatial and geometric similarity but also on the similarity of the
intensity values for the same tissues in different images.

18
The categories of this paper are: econ
34
The categories of this paper are: chem-ph
11
The categories of this paper are: hep-lat
36
The categories of this paper are: cmp-lg
0
The categories of this paper are: hep-ph
7
The categories of this paper are: hep-th
4
The categories of this paper are: cond-mat
6
The categories of this paper are: astro-ph
21
The categories of this paper are: adap-org
16
The categories of this paper are: stat
26
The categories of this paper are: bayes-an
35
The categories of this paper are: mtrl-th
29
The categories of this paper are: funct-an
20
The categories of this paper are: acc-phys
3
The categories of this paper are: physics
14
The categories of this paper are: math-ph