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Density analysis of collagen fibers based on enhanced frangi filter in Second Harmonic Generation virtual biopsy images

机译:基于第二次谐波虚拟活检图像中增强型弗兰吉滤波器的胶原纤维密度分析

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The density of collagen fibers are automatically evaluated by the proposed algorithm based on enhanced Frangi filter. In optical virtual biopsy, Second Harmonic Generation (SHG) microscopy has been developed and applied to observe collagen fibers in the dermal layer of the human skin. The density of collagen fibers is a feature to describe the condition of collagen fibers which can provide indicator for the early pathological diagnosis and aging characteristic in SHG images. The proposed algorithm is capable of objectively and effectively reflecting that the distributions of collagen fibers are close or loose in virtual biopsy images as revealed by the experimental results. Moreover, the proposed method provides insight into identifying the correlation between the early symptoms of diseases and the density of collagen fibers.
机译:胶原纤维的密度是通过基于改进的Frangi过滤器的算法自动评估的。在光学虚拟活检中,已开发了第二谐波产生(SHG)显微镜,并将其用于观察人皮肤真皮层中的胶原纤维。胶原纤维的密度是描述胶原纤维状况的特征,可以为SHG图像的早期病理诊断和衰老特征提供指示。实验结果表明,该算法能够客观有效地反映出虚拟活检图像中胶原纤维的分布是紧密的还是松散的。此外,所提出的方法为识别疾病的早期症状和胶原纤维密度之间的相关性提供了见识。

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