Speckle Noise Reduction and Edge-Enhancement of Coronary Plaque Tissue in Intravascular Ultrasound Image by Using Anisotropic Diffusion Filter
نویسندگان
چکیده
This paper describes a novel edge-preserved smoothing method with special consideration to an intravascular ultrasound (IVUS) image. An IVUS image, which is commonly used for a diagnosis of acute coronary syndromes (ACS), is very grainy due to heavy speckle noise. The speckle noise prevents not only the medical doctors’ interpretation of the IVUS image, but also the processing of medical images for computer-aided diagnoses (CADs). In order to reduce the speckle noise, in this study, we propose a modification of anisotropic diffusion filter in which a diffusion strength is locally and adaptively controlled by a weighted separability of an IVUS image. The weighted separability is a modification of separability for an edge detection with special consideration to an IVUS image. Furthermore, the proposed method not only reduces a speckle noise but also effectively enhances an edge of plaque tissue in an IVUS image. The effectiveness of the proposed method is verified by the experiments using the real IVUS images.
منابع مشابه
Edge-Preserved Smoothing Method with Special Reference to Intravascular Ultrasound Image Using Anisotropic Diffusion Filter Controlled by Weighted Separability Measure
This paper describes a novel edge-preserved smoothing method specialized for intravascular ultrasound (IVUS) image. In the proposed method, the processing of an anisotropic diffusion filter is controlled by the weighted separability of an IVUS image. The present method not only reduces a speckle noise but also enhances an edge on an IVUS image. The effectiveness of the proposed method is verifi...
متن کاملCoronary Plaque Boundary Enhancement in IVUS Image by Using a Modified Perona-Malik Diffusion Filter
We propose a modified Perona-Malik diffusion (PMD) filter to enhance a coronary plaque boundary by considering the conditions peculiar to an intravascular ultrasound (IVUS) image. The IVUS image is commonly used for a diagnosis of acute coronary syndrome (ACS). The IVUS image is however very grainy due to heavy speckle noise. When the normal PMD filter is applied for speckle noise reduction in ...
متن کاملSpeckle Noise Reduction for the Enhancement of Retinal Layers in Optical Coherence Tomography Images
Introduction One of the most important pre-processing steps in optical coherence tomography (OCT) is reducing speckle noise, resulting from multiple scattering of tissues, which degrades the quality of OCT images. Materials and Methods The present study focused on speckle noise reduction and edge detection techniques. Statistical filters with different masks and noise variances were applied on ...
متن کاملScatterer Density in Edge and Coherence Enhancing Nonlinear Anisotropic Diffusion for Medical Ultrasound Speckle Reduction
This paper proposes new enhancement models to the methods of nonlinear anisotropic diffusion to greatly reduce speckle and preserve image features in medical ultrasound images. By incorporating local physical characteristics of the image, in this case scatterer density, in addition to the gradient, into existing tensorbased image diffusion methods, we were able to greatly improve the performanc...
متن کاملComparison of Filters for Despeckle With Improved Speckle Reducing Antiscopic Diffusion Filter for Ultrasound Images
---Due to the presence of speckle noise leads to the poor quality of the US images. The presence of speckle noise makes it difficult to understand the information contain in the US image hence filtering of US image is required to improve the image quality. The paper gives us the comparison of different filters techniques (linear filter (lf),Anisotropic Diffusion(AD),Nonlinear filter kuwahara(Ku...
متن کامل