Visualization of suspicious lesions in breast MRI based on intelligent neural systems

被引:0
|
作者
Twellmann, Thorsten [1 ,2 ]
Lange, Oliver [1 ]
Nattkemper, Tim Wilhelm [2 ]
Meyer-Baese, Anke [1 ]
机构
[1] Florida State Univ, Dept Elect & Comp Engn, Tallahassee, FL 32310 USA
[2] Univ Bielefeld, Fac Technol, Appl Neuroinformat Grp, D-33501 Bielefeld, Germany
关键词
supervised and unsupervised learning; computer-aided diagnosis (CAD); breast magnetic resonance imaging;
D O I
10.1117/12.668674
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intelligent medical systems based on supervised and unsupervised artificial neural networks are applied to the automatic visualization and classification of suspicious lesions in breast MRI. These systems represent an important component of future sophisticated computer-aided diagnosis systems and enable the extraction of spatial and temporal features of dynamic MRI data stemming from patients with confirmed lesion diagnosis. By taking into account the heterogenity of the cancerous tissue, these techniques reveal the malignant, benign and normal kinetic signals and provide a regional subclassification of pathological breast tissue. Intelligent medical systems are expected to have substantial implications in healthcare politics by contributing to the diagnosis of indeterminate breast lesions by non-invasive imaging.
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收藏
页数:11
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