TY - JOUR
T1 - Estimation of Hounsfield unit conversion parameters for pelvic CT images
AU - Kennedy, Angel
AU - Dowling, Jason
AU - Greer, Peter B.
AU - Ebert, Martin A.
N1 - Funding Information:
This work was supported by the National Health and Medical Research Council of Australia (NHMRC Project Grant 1077788). We are grateful to Prof James Denham and other investigators of the TROG 03.04 RADAR trial. The authors have declared that they have no conflicts of interest.
Funding Information:
Acknowledgements This work was supported by the National Health and Medical Research Council of Australia (NHMRC Project Grant 1077788). We are grateful to Prof James Denham and other investigators of the TROG 03.04 RADAR trial.
Publisher Copyright:
© 2018, Australasian College of Physical Scientists and Engineers in Medicine.
PY - 2018/9/1
Y1 - 2018/9/1
N2 - Linear scaling is used to convert raw computed tomography (CT) pixel values into Hounsfield units corresponding to different tissue values. Analysis of a benchmarking study, presented here, where the same CT scan was imported into and then exported from multiple radiotherapy treatment planning systems, found inconsistencies in HU scaling parameter values exported along with the images, particularly when images were exported using the Radiation Therapy Oncology Group format. Several methods of estimating conversion parameters, based on estimating pixel values corresponding to air and water within the image, for pelvic CT images from a large multi-centre trial were compared against original Digital Imaging and Communications in Medicine export parameters. In general using the mean of a sample region at the centroid of the bladder to estimate the value of water was more accurate than using the minimum or maximum or a single value at the centroid. Accuracy of methods of air estimation tested were dependent in part on features of the CT scanners and treatment planning systems, making it difficult to pick one method as superior that was independent of scanner and treatment planning system type. Based on the above analysis, methods for estimating air and water were selected for use in performing linear scaling of a set of pelvic CT images prior to their use in an interpatient image registration application. The selected methods were validated against a more recent and homogeneous dataset. Estimation error was found to be much lower within the validation set.
AB - Linear scaling is used to convert raw computed tomography (CT) pixel values into Hounsfield units corresponding to different tissue values. Analysis of a benchmarking study, presented here, where the same CT scan was imported into and then exported from multiple radiotherapy treatment planning systems, found inconsistencies in HU scaling parameter values exported along with the images, particularly when images were exported using the Radiation Therapy Oncology Group format. Several methods of estimating conversion parameters, based on estimating pixel values corresponding to air and water within the image, for pelvic CT images from a large multi-centre trial were compared against original Digital Imaging and Communications in Medicine export parameters. In general using the mean of a sample region at the centroid of the bladder to estimate the value of water was more accurate than using the minimum or maximum or a single value at the centroid. Accuracy of methods of air estimation tested were dependent in part on features of the CT scanners and treatment planning systems, making it difficult to pick one method as superior that was independent of scanner and treatment planning system type. Based on the above analysis, methods for estimating air and water were selected for use in performing linear scaling of a set of pelvic CT images prior to their use in an interpatient image registration application. The selected methods were validated against a more recent and homogeneous dataset. Estimation error was found to be much lower within the validation set.
KW - DICOM
KW - Hounsfield units
KW - Interpatient registration
KW - Linear scaling estimation
KW - RTOG
UR - http://www.scopus.com/inward/record.url?scp=85048071019&partnerID=8YFLogxK
U2 - 10.1007/s13246-018-0651-x
DO - 10.1007/s13246-018-0651-x
M3 - Article
C2 - 29881940
AN - SCOPUS:85048071019
SN - 2662-4729
VL - 41
SP - 739
EP - 745
JO - Australasian Physical and Engineering Sciences in Medicine
JF - Australasian Physical and Engineering Sciences in Medicine
IS - 3
ER -