Loading…
Method for measuring noise-power spectrum independent of the effect of extracting the region of interest from a noise image
This study aimed to evaluate the impact of region of interest (ROI) size on noise-power spectrum (NPS) measurement in computed tomography (CT) images and to propose a novel method for measuring NPS independent of ROI size. The NPS was measured using the conventional method with an ROI of size P × ...
Saved in:
Published in: | Radiological physics and technology 2023-12, Vol.16 (4), p.471-477 |
---|---|
Main Authors: | , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Summary: | This study aimed to evaluate the impact of region of interest (ROI) size on noise-power spectrum (NPS) measurement in computed tomography (CT) images and to propose a novel method for measuring NPS independent of ROI size. The NPS was measured using the conventional method with an ROI of size
P
×
P
pixels in a uniform region in the CT image; the NPS is referred to as NPS
R
=
P
. NPSs
R
=256, 128, 64, 32, 16, and 8
were obtained and compared to assess their dependency on ROI size. In the proposed method, the true NPS was numerically modeled as an NPS
model
, with adjustable parameters, and a noise image with the property of the NPS
model
was generated. From the generated noise image, the NPS was measured using the conventional method with a
P
×
P
pixel ROI size; the obtained NPS was referred to as NPS'
R
=
P
. The adjustable parameters of the NPS
model
were optimized such that NPS'
R
=
P
was most similar to NPS
R
=
P
. When NPS'
R
=
P
was almost equivalent to NPS
R
=
P
, the NPS
model
was considered the true NPS. NPSs
R
=256, 128, 64, 32, 16, and 8
obtained using the conventional method were dependent on the ROI size. Conversely, the NPSs (optimized NPSs
model
) measured using the proposed method were not dependent on the ROI size, even when a much smaller ROI (
P
= 16 or 8) was used. The proposed method for NPS measurement was confirmed to be precise, independent of the ROI size, and useful for measuring local NPSs using a small ROI. |
---|---|
ISSN: | 1865-0333 1865-0341 |
DOI: | 10.1007/s12194-023-00733-2 |