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Consistent Matting for Light Field Images

机译:光场图像的一致抠图

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We present a new image matting algorithm to extract consistent alpha mattes across sub-images of a light field image. Instead of matting each sub-image individually, our approach utilizes the epipo-lar plane image (EPI) to construct comprehensive foreground and background sample sets across the sub-images without missing a true sample. The sample sets represent all color variation of foreground and background in a light field image, and the optimal alpha matte is obtained by choosing the best combination of foreground and background samples that minimizes the linear composite error subject to the EPI correspondence constraint. To further preserve consistency of the estimated alpha mattes across different sub-images, we impose a smoothness constraint along the EPI of alpha mattes. In experimental evaluations, we have created a dataset where the ground truth alpha mattes of light field images were obtained by using the blue screen technique. A variety of experiments show that our proposed algorithm produces both visually and quantitatively high-quality matting results for light field images.
机译:我们提出了一种新的图像遮罩算法,以提取光场图像子图像中一致的alpha遮罩。我们的方法不是使用单个平面图像(EPI)来分别抠像每个子图像,而是在子图像上构建综合的前景和背景样本集,而不会丢失真实样本。样本集代表光场图像中前景和背景的所有颜色变化,并且通过选择前景和背景样本的最佳组合来获得最佳的alpha遮罩,该最佳组合可以最大程度地减少受EPI对应约束的线性复合误差。为了进一步保持不同子图像之间估计的Alpha遮罩的一致性,我们沿Alpha遮罩的EPI施加了平滑约束。在实验评估中,我们创建了一个数据集,其中使用蓝屏技术获得了光场图像的地面真相alpha遮罩。各种实验表明,我们提出的算法为光场图像提供了视觉上和定量上高质量的消光效果。

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