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Spatio-Temporally Consistent Color and Structure Optimization for Multiview Video Color Correction

机译:时空一致的色彩和结构优化,用于多视点视频色彩校正

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摘要

When compared to conventional 2-D video, multiview video can significantly enhance the visual 3-D experience in 3-D applications by offering horizontal parallax. However, when processing images originating from different views, it is common that the colors between the different cameras are not well- calibrated . To solve this problem, a novel energy function -based color correction method for multiview camera setups is proposed to enforce that colors are as close as possible to those in the reference image but also that the overall structural information is well-preserved. The proposed system introduces a spatio-temporal correspondence matching method to ensure that each pixel in the input image gets bijectively mapped to a reference pixel. By combining this mapping with the original structural information, we construct a global optimization algorithm in a Laplacian matrix formulation and solve it using a sparse matrix solver. We further introduce a novel forward-reverse objective evaluation model to overcome the problem of lack of ground truth in this field. The visual comparisons are shown to outperform state-of-the-art multiview color correction methods, while the objective evaluation reports PSNR gains of up to 1.34 dB and SSIM gains of up to 3.2%, respectively.
机译:与常规2D视频相比,多视图视频可通过提供水平视差来显着增强3D应用中的3D视觉体验。但是,在处理源自不同视点的图像时,通常会导致不同摄像机之间的颜色未正确校准。为了解决这个问题,提出了一种新颖的基于能量函数的多视图相机设置色彩校正方法,以强制色彩尽可能接近参考图像中的色彩,同时也保留了完整的结构信息。所提出的系统引入了时空对应匹配方法,以确保输入图像中的每个像素被双射地映射到参考像素。通过将此映射与原始结构信息相结合,我们在拉普拉斯矩阵公式中构造了全局优化算法,并使用稀疏矩阵求解器对其进行了求解。我们进一步介绍了一种新颖的正反目标评估模型,以克服该领域缺乏真实性的问题。视觉比较显示出优于最新的多视图色彩校正方法,而客观评估报告分别显示PSNR增益高达1.34 dB和SSIM增益高达3.2%。

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