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Hierarchical Enhancement of Optical Coherence Tomography Images

机译:光学相干断层扫描图像的分层增强

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Optical coherence tomography (OCT) is a noninvasive imaging modality that provides cross-sectional images from microstructures of tissues. This optical imaging system works based on Michelson interferometry principle and has intermediate resolution and penetration depth which makes it appropriate for imaging thin tissues such as skin and eye. OCT images suffer from three main artifacts that make images difficult to be analyzed. The first one is small grainy structures called speckle which degrade image quality and decreases axial and lateral resolution. The second one is light intensity attenuation which is a function of depth. It happens because of absorbing and scattering nature of tissue which causes loss of information especially in the deeper parts of images. The third artifact is blurriness of image which is because of limitation in imaging electronic hardware and some other imaging limitation. This artifact also decrease image resolution and destroys image sharpness. In this paper we propose a novel hierarchical image enhancement procedure in order to remove these artifacts and make OCT images more comprehensible and useful for physicians. This procedure contains attenuation compensation, image deblurring, and speckle reduction. The results show that high level of improvement after each enhancement step, qualitatively and quantitatively can be reached. SNR and CNR of enhanced image are increased about 3 and 4 times, respectively.
机译:光学相干断层扫描(OCT)是一种非侵入性成像模态,其提供来自组织的微观结构的横截面图像。该光学成像系统基于Michelson干涉测量原理,具有中间分辨率和穿透深度,其使其适合于成像薄膜,例如皮肤和眼睛。 OCT图像遭受三个主要伪像,使图像难以分析。第一个是小颗粒状结构,称为斑点,可降低图像质量并降低轴向和横向分辨率。第二个是光强度衰减,这是深度的函数。它发生的是由于组织的吸收和散射性质,这导致信息丢失,尤其是在图像的更深部分中。第三个工件是图像的模糊性,其是因为成像电子硬件和一些其他成像限制的限制。该工件还减少图像分辨率并破坏图像清晰度。在本文中,我们提出了一种新颖的分层图像增强程序,以便去除这些伪影,并使OCT图像更加易于理解和对医生有用。该过程包含衰减补偿,图像去孔和斑点减少。结果表明,每个增强步骤后,定性和定量地,可以达到高水平的改善。增强图像的SNR和CNR分别增加了约3和4次。

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