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Structural Analysis of Complex Atrial Intramural Microstructure from A Multi-layer Model Based on Siamese Network

机译:基于暹罗网络的多层模型复杂心房椎间囊结构分析

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Quantitative analysis of complex atrial intramural microstructure is a crucial step towards understanding the mechanism behind atrial fibrillation (AF) maintenance. Siamese network was adopted to extract features from computationally simulated multi-layer fibrosis structure. Through analysis of the features produced by the feature extractor, the difference between Non-sustained and Sustained simulations was comprehended intuitively and electrophysiologically. Complex conduction pathway marked by the feature extractor might be an indicator for AF radio-frequency ablation clinically.
机译:复杂心房型室内微观结构的定量分析是了解心房颤动(AF)维护后的机制的关键步骤。采用暹罗网络从计算模拟的多层纤维化结构中提取特征。通过分析特征提取器产生的特征,直观地理解非持续和持续仿真之间的差异。由特征提取器标记的复杂导通通路可能是临床上的AF射频消融的指示。

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