基于克里格插值的并行图像传输与压缩

Mauritz Panggabean, O. Tamer, L. A. Rønningen
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引用次数: 6

摘要

我们建议使用带窗口的克里格,使普通克里格能够插值更高分辨率的采样自然图像。由于计算成本高,在整幅图像上应用普通克里格只能从64×64图像的5%插值样本,而带窗克里格可以处理分辨率高于512×512像素的图像。我们的提议是基于分布式多媒体播放(DMP)架构的分布式场所的实时近乎自然的协作的愿景,这将在未来十年内实现。有窗口的克里格允许并行传输和压缩采样的自然图像,以促进网络节点控制的数据包丢弃,以保证最大的端到端延迟,实现优雅的视频质量退化。我们的简单窗口方案使得接收端并行插值成为可能,并给出了并行硬件实现的设计。由于应用该技术,典型的伪影可以很容易地完全消除,以产生体面的质量图像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parallel image transmission and compression Using windowed kriging interpolation
We propose the use of windowed kriging to enable ordinary kriging to interpolate sampled natural images of much higher resolution. Due to its high computational cost, applying ordinary kriging on a whole image can interpolate samples from only 5% of a 64×64 image, while windowed kriging can process images with resolutions higher than 512×512 pixels. Our proposal is motivated by our vision of real-time near-natural collaboration from distributed places based on Distributed Multimedia Plays (DMP) architecture that is realizable in another decade. Windowed kriging allows parallel transmission and compression of sampled natural images to facilitate controlled packets dropping by network nodes for graceful video quality degradation with guaranteed maximum end-to-end delay. Our simple window scheme makes parallel interpolation at the receiver side possible, for which a design of parallel hardware implementation is presented. Typical artifacts due to applying the technique can easily be eliminated completely to produce images of decent quality.
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