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Two-stage superresolution technique using a piecewise-linear model

机译:使用分段 - 线性模型的两级超级化技术

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Images obtained by passive millimeter wave systems are heavily blurred and band-limited due to diffraction. A two-stage 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 and an interpolation operation may be combined in this stage of processing, but the resulting image then contains strong ringing due to the lack of higher spatial frequencies. These ringing artifacts are then reduced by using a piecewise-linear model which identifies and restores sharp edges, so introducing spatial frequencies beyond the passband. The effectiveness of this method has been demonstrated by applying it to synthesized and real mm-wave images.
机译:由于衍射,通过被动毫米波系统获得的图像受到严重模糊和带限制的。已经开发了一种两级超级化算法以提高其空间分辨率,超出衍射极限。最初,在通带内恢复图像的频谱,并且在该处理阶段可以组合插值操作,但是由于缺乏较高的空间频率,因此得到的图像然后包含强烈的振铃。然后通过使用识别和恢复尖锐边缘的分段 - 线性模型来减少这些振铃伪像,因此引入超出通带的空间频率。通过将其应用于合成和真实MM波图像来证明该方法的有效性。

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