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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阶段超分辨率技术

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Abstract: 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.!9
机译:摘要:无源毫米波系统获得的图像由于衍射而严重模糊并且受带宽限制。已经开发了一种两级超分辨率算法,以提高其空间分辨率,使其超过衍射极限。最初,图像的光谱在通带内恢复,并且可以在此处理阶段对内插操作进行组合,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,通过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空间频率。通过将该方法应用于合成的和实际的毫米波图像,已经证明了该方法的有效性。9

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