Comparative Analysis of Low-Rank Matrix Denoising Algorithm-Based MRI and CT Images in Diagnosis of Cerebral Aneurysms
| Autor: | Aijun Li, Tao Zhou, Yan Li, Yuehua Zheng, Shaobo Qiu, Jinpeng Wang, Peicheng Cao |
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| Rok vydání: | 2021 |
| Předmět: |
Article Subject
medicine.diagnostic_test business.industry Denoising algorithm Computed tomography Magnetic resonance imaging Low-rank approximation medicine.disease 030218 nuclear medicine & medical imaging Computer Science Applications QA76.75-76.765 03 medical and health sciences 0302 clinical medicine Aneurysm medicine Computer software Tumor location Image denoising Nuclear medicine business Clinical treatment 030217 neurology & neurosurgery Software |
| Zdroj: | Scientific Programming, Vol 2021 (2021) |
| ISSN: | 1875-919X 1058-9244 |
| DOI: | 10.1155/2021/2480037 |
| Popis: | This study aimed to compare the role of magnetic resonance imaging (MRI) and computed tomography (CT) images based on the low-rank matrix (LRM) denoising (LRMD) algorithm in the diagnosis of cerebral aneurysms (CAs). By comparing the role of MRI and CT in the diagnosis of CA, it would be helpful to formulate more reasonable diagnosis strategies and provide a solid foundation for clinical treatment of patients. 80 patients with cerebral aneurysm admitted to hospital were selected as the research objects. First, the LRMD algorithm was established and applied to the image denoising process of MRI and CT. Then, the diagnosis rate of CA by MRI and CT before and after denoising was compared, and the diagnostic rates of the two methods for aneurysms of different sizes were compared. Finally, the location, foci, and patient satisfaction of the aneurysm were compared. The results showed that the MRI and CT images after denoising with LRM were clearer, and the secondary structures in the brain were more obvious. It meant that LRMD had good image denoising effect. The diagnostic rate of denoised MRI and CT was improved. Although the difference was not statistically notable, the diagnostic rate of CT was obviously higher in contrast to MRI ( P < 0.05 ). The diagnostic rate of CT for smaller aneurysms ( P < 0.05 ). However, there was no difference in the diagnosis of tumor location between the two. The clarity of CT diagnostic images was better than MRI ( P < 0.05 ). Accordingly, patients were more satisfied with CT in contrast to MRI ( P < 0.05 ). In summary, CT images based on the LRMD algorithm were superior to MRI in the diagnosis of CA, and it could provide more accurate diagnosis results. |
| Databáze: | OpenAIRE |
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