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Local object-based super-resolution mosaicing from low-resolution video

机译:低分辨率视频的基于本地对象的超分辨率镶嵌

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摘要

Many efficient super-resolution methods have been presented in the past for improving resolution of images degraded by global blurs. Unfortunately, in video, more complex situations can be observed where local blurs appear in each frame which are mainly caused by object motions. To address this problem, we propose in this article a local super-resolution method which allows the restoration of such local blurs. Moreover, the motion of objects in video sequences may be very complex and particularly in very low-resolution sequences it is difficult to estimate their motion exactly enough to superimpose them for super-resolution. To this end, we present a generic method: An interpolation method is proposed to improve the resolution of moving objects and we derive from this a super-resolution method for the scene background.
机译:过去已经提出了许多有效的超分辨率方法,用于提高因全局模糊而退化的图像的分辨率。不幸的是,在视频中,可以观察到更复杂的情况,其中在每个帧中出现局部模糊,这主要是由对象运动引起的。为了解决这个问题,我们在本文中提出了一种局部超分辨率方法,该方法可以恢复这种局部模糊。此外,视频序列中的对象的运动可能非常复杂,尤其是在非常低分辨率的序列中,很难准确估计出它们的运动以将它们叠加起来以获得超分辨率。为此,我们提出一种通用方法:提出一种插值方法以提高运动对象的分辨率,并从中得出一种用于场景背景的超分辨率方法。

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