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Superresolution technique with edge-based ringing reduction for passive millimetre-wave images

机译:超分辨率技术,具有基于边缘的振铃减少功能,可处理被动毫米波图像

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摘要

Images obtained by passive millimetre-wave systems are heavily blurred and band-limited owing to diffraction. A superresolution algorithm has been developed to improve their spatial resolution beyond the diffraction limit. Initially the spectrum of an image is restored within the passband but the resulting image then contains strong ringing owing to the lack of higher spatial frequencies. These ringing artifacts are then reduced using a piecewise-linear model which identifies and restores sharp edges, so introducing higher spatial frequencies beyond the passband. This method has been applied to synthetised and real millimetre-wave images, but may have applications in other fields such as in magnetic resonance imaging.
机译:通过无源毫米波系统获得的图像由于衍射而严重模糊并且受频带限制。已经开发了一种超分辨率算法来提高其空间分辨率,使其超过衍射极限。最初,图像的光谱在通带内恢复,但是由于缺少较高的空间频率,因此生成的图像会包含强烈的振铃。然后使用分段线性模型来减少这些振铃伪影,该模型可以识别并恢复尖锐的边缘,从而在通带之外引入更高的空间频率。该方法已经应用于合成的和实际的毫米波图像,但是可能在其他领域,例如磁共振成像中也有应用。

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