用于视频处理的鲁棒非线性滤波

Vladimir Zlokolica, W. Philips, D. Ville
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引用次数: 30

摘要

噪声去除技术,如k近邻滤波器和/spl alpha/修剪平均滤波器,已知在静止图像噪声去除中非常鲁棒,但它们尚未在视频处理中得到利用。我们研究了它们的3d扩展用于视频序列噪声去除。我们还确定了时间和空间窗口大小之间的最佳平衡,其他参数的最优值,最后我们研究了滤波器引入的伪影。结果表明,从PSNR和视觉质量的角度来看,新的视频k近邻滤波器优于视频版本的/spl alpha/修剪均值和G. Ramponi最先进的理性滤波器。
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Robust non-linear filtering for video processing
Noise removal techniques, such as the K-nearest neighbour filter and the /spl alpha/-trimmed mean filter, are known to be very robust in still image noise removal, but they have not been exploited in video processing. We investigate their 3D-extension for use in video sequence noise removal. We also determine the optimal balance between temporal and spatial window size, the optimal values of the other parameters and finally we investigate the artefacts introduced by the filters. The results show that the new video K-nearest neighbour filter outperforms the video version of the /spl alpha/-trimmed mean and the state-of-the-art rational filter by G. Ramponi from both a PSNR and a visual quality point of view.
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