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Speckle noise reduction in ultrasound images using SRAD and guided filter

机译:使用SRAD和导向滤波器减少超声图像中的斑点噪声

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Ultrasound imaging devices are more secure and real-time than other medical diagnosis devices such as X-ray, CT, and MRI. However, due to speckle noise, it exhibits lower resolution and image quality than other than medical diagnostic devices. Therefore, it is difficult to diagnose lesions using ultrasound images due to this noise. In this paper, we propose an algorithm using speckle reducing anisotropic diffusion (SRAD) and a guided filter for speckle noise reduction and edge preservation. First, speckle, which is multiplicative noise, is removed by using SRAD. The remaining noise in the filtered image is converted to additive noise using logarithmic transformation. The additional noise remaining in the filtered image is further removed using a guided filter. Finally, the noise-free image obtained using exponential transform. Experimental results show that the proposed algorithm exhibits an excellent speckle noise reduction and edge preservation performance than the conventional filtering techniques.
机译:超声成像设备比其他医学诊断设备(例如X射线,CT和MRI)更安全,实时。但是,由于斑点噪声,与医疗诊断设备相比,它具有较低的分辨率和图像质量。因此,由于该噪声,难以使用超声波图像来诊断病变。在本文中,我们提出了一种使用散斑减少各向异性扩散(SRAD)和导引滤波器的算法来减少散斑噪声和保留边缘。首先,使用SRAD消除了斑点噪声,这是乘性噪声。使用对数转换将滤波图像中的剩余噪声转换为加性噪声。残留在滤波图像中的其他噪声会使用引导滤波器进一步消除。最后,使用指数变换获得的无噪声图像。实验结果表明,与常规滤波技术相比,该算法具有良好的斑点噪声降低和边缘保持性能。

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