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Automated computerized scheme for detection of unruptured intracranial aneurysms in three-dimensional magnetic resonance angiography1
- Source :
- Academic Radiology. 11:1093-1104
- Publication Year :
- 2004
- Publisher :
- Elsevier BV, 2004.
-
Abstract
- Rationale and objectives A computerized scheme for automated detection of unruptured intracranial aneurysms in magnetic resonance angiography was developed based on the use of a three-dimensional selective enhancement filter for dots (aneurysms). Materials and methods Twenty-nine cases with 36 unruptured aneurysms (diameter, 3 to 26 mm; mean, 6.6 mm) and 31 non-aneurysm cases were used in this study. The isotropic 3-dimensional magnetic resonance angiography images with 400 × 400 × 128 voxels (voxel size, 0.5 mm) were processed by use of the selective enhancement filter. The initial candidates were identified by use of a multiple gray-level thresholding technique on the dot-enhanced images and a region-growing technique with monitoring some image features. All candidates were classified into four types of candidates according to the size and local structures based on the effective diameter and skeleton image of each candidate (ie, large candidates and three types of small candidates including short-branch type, single-vessel type, and bifurcation type). In each group, a number of false-positives were removed by use of different rules on localized image features related to gray levels and morphology. Linear discriminant analysis was used for further removal of false-positives. Results With this computer-aided diagnostic scheme, all of 36 aneurysms were correctly detected with 2.4 false-positives per patient based on a leave-one-out-by-patient test method. Conclusion This computer-aided diagnostic system would be useful in assisting radiologists for the detection of intracranial aneurysms in magnetic resonance angiography.
- Subjects :
- medicine.medical_specialty
medicine.diagnostic_test
Computer science
Filter (signal processing)
Diagnostic system
Linear discriminant analysis
computer.software_genre
Thresholding
Magnetic resonance angiography
Effective diameter
Voxel
medicine
Radiology, Nuclear Medicine and imaging
Radiology
computer
Voxel size
Subjects
Details
- ISSN :
- 10766332
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Academic Radiology
- Accession number :
- edsair.doi...........009cedbfa0cfb751211498b57cd19b44