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A hybrid interpolation method with edge-preserving for passive millimeter wave images

机译:被动毫米波图像的具有边缘保留的混合插值方法

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This paper deals with edge-preserving interpolation for passive millimeter wave images with poor resolution and low SNR. A hybrid interpolation method basing on image decomposition via bilateral filtering is proposed. The low resolution and noisy image is first decomposed using the bilateral filter into the base and detail layers which represent large and small scale features, respectively. The base layer contains the large-scale structures and nearly frees with noise thus has the higher SNR, whereas the detail layer includes both small-scale details and noise and has the lower SNR. The detail layer is adaptively denoised by the joint bilateral filtering method and subsequently interpolated with edge preservation in the guidance of the base layer. The base layer is interpolated with edge-preserving method directly. Finally, the high resolution image is obtained by combining the base and detail layers. Experimental results show that the proposed method outperforms the conventional methods while preserving edges and suppressing jagging thus is suited for PMMW images interpolation to enhance resolution.
机译:本文针对分辨率低,信噪比低的无源毫米波图像进行边缘保留插值处理。提出了一种基于双边滤波分解图像的混合插值方法。首先使用双边滤波器将低分辨率和噪点图像分解为分别代表大比例尺特征和小比例尺特征的基础层和细节层。基本层包含大规模结构,几乎没有噪声,因此具有较高的SNR,而细节层同时包含小规模的细节和噪声,并且具有较低的SNR。通过联合双边滤波方法对细节层进行自适应降噪,然后在基础层的引导下对边缘保留进行插值。直接用边缘保留方法对基础层进行插值。最后,通过结合基础层和细节层获得高分辨率图像。实验结果表明,该方法在保留边缘,抑制锯齿的同时,优于传统方法,适用于PMMW图像插值,提高了分辨率。

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