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Color shift model-based image enhancement for digital multifocusing based on a multiple color-filter aperture camera

机译:基于色彩偏移模型的基于多色滤光圈相机的数字多重聚焦图像增强

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摘要

In this paper, we present a novel image enhancement approach using a color shift model-based multiple color-filter aperture (MCA) camera for digital multifocusing. The proposed image enhancement algorithm consists of three steps; (i) cluster-based region-of-interest (ROI) estimation, (ii) image registration using phase correlation matching (PCM) and fusion, and (iii) image enhancement using spatially adaptive noise smoothing based on the alpha map. The image acquired by the MCA configuration contains color misalignment, which provides additional depth information of objects at different distances. This color misalignment can also provide additional information for blur estimation. The proposed cluster-based image segmentation method can effectively classify ROIs according to the distance from the camera. The segmented regions are aligned by using PCM, and they are fused to generate an in-focused image. For further enhancement of the color-registered image, we use spatially adaptive noise smoothing based on the alpha map. Experimental results show the proposed image enhancement method can significantly enhance the visual quality of the MCA output image, and can be fully or partially incorporated into multifocusing or extended depth of field (EDoF) systems in the form of the finite impulse response (FIR) filter structure.
机译:在本文中,我们提出了一种新颖的图像增强方法,该方法使用基于色偏模型的多色滤光片(MCA)相机进行数字多聚焦。所提出的图像增强算法包括三个步骤。 (i)基于聚类的感兴趣区域(ROI)估计;(ii)使用相位相关匹配(PCM)和融合的图像配准;以及(iii)使用基于alpha映射的空间自适应噪声平滑的图像增强。通过MCA配置获取的图像包含颜色未对准,它提供了不同距离的对象的其他深度信息。这种颜色未对准还可为模糊估计提供其他信息。所提出的基于聚类的图像分割方法可以根据距相机的距离有效地对ROI进行分类。分割的区域通过使用PCM对齐,然后融合以生成聚焦图像。为了进一步增强彩色套准图像,我们使用基于alpha贴图的空间自适应噪声平滑。实验结果表明,所提出的图像增强方法可以显着增强MCA输出图像的视觉质量,并且可以以有限脉冲响应(FIR)滤波器的形式完全或部分并入多焦点或扩展景深(EF)系统中结构体。

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