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CFA Video Denoising and Demosaicking Chain via Spatio-Temporal Patch-Based Filtering

机译:CFA视频去噪和去脱模链通过时空贴片滤波器滤波

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Demosaicking and denoising are key steps in the camera imaging chain for both images and videos. The reconstruction errors during these stages will have undesirable effects on the final result if not handled properly. Demosaicking provokes the spatial and color correlation of noise, which is afterwards enhanced by the processing pipeline. This structured noise generally degrades the image quality and, for dark scenes with low signal to noise ratio, prevents the correct interpretation of the image. When trying to mitigate such structured noise on already processed data, denoising methods attenuate details and texture. We present a video processing chain, consisting of a novel strategy for the removal of noise at the camera sensor and a novel video demosaicking algorithm. In both cases, a spatio-temporal patch-based filter with motion compensation is introduced. The experimental results, including real examples, illustrate the performance of the proposed chain, avoiding the creation of interpolation artefacts and colored spots.
机译:DemosaIking和Denoising是图像和视频的相机成像链中的关键步骤。如果没有正确处理,这些阶段的重建误差会对最终结果产生不良影响。 Demosaking引起了噪声的空间和颜色相关性,这是由加工管道增强的噪声的相关性。这种结构化噪声通常会降低图像质量,对于具有低信噪比的暗场景,防止图像的正确解释。在尝试在已经处理的数据上缓解此类结构噪声时,去噪方法衰减细节和纹理。我们介绍了一种视频处理链,包括一种用于在相机传感器和新型视频去析仪中去除噪声的新策略。在这两种情况下,引入了具有运动补偿的时空贴片基滤波器。实验结果包括真实实例,说明了所提出的链的性能,避免创建插值伪成物和彩色斑点。

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