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Computer-Aided Diagnosis Method for MRI-guided Prostate Biopsy within the Peripheral Zone using Grey Level Histograms
被引:0
作者:
Rampun, Andrik
[1
]
Malcolm, Paul
[2
]
Zwiggelaar, Reyer
[1
]
机构:
[1] Aberystwyth Univ, Dept Comp Sci, Aberystwyth SY23 3FG, Dyfed, Wales
[2] Norfolk & Norwich Univ Hosp, Dept Radiol, Norwich, Norfolk, England
来源:
SEVENTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2014)
|
2015年
/
9445卷
关键词:
Prostate Cancer Detection;
MRI;
Grey Level Histogram;
CONTRAST-ENHANCED MRI;
CANCER LOCALIZATION;
LESIONS;
D O I:
10.1117/12.2180576
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
This paper describes a computer-aided diagnosis method for targeted prostate biopsies within the peripheral zone in T2-Weighted MRI. We subdivided the peripheral zone into four regions and compare each sub region's grey level histogram with malignant and normal histogram models, and use specific metrics to estimate the presence of abnormality. The initial evaluation based on 200 MRI slices taken from 40 different patients and we achieved 87% correct classification rate with 89% and 86% sensitivity and specificity, respectively. The main contribution of this paper is a novel approach of Computer Aided Diagnosis which is using grey level histograms analysis between sub regions. In clinical point of view, the developed method could assist clinicians to perform targeted biopsies which are better than the random ones which are currently used.
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