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Performance limits and trade-offs of superresolution imaging systems

机译:超分辨率成像系统的性能限制和权衡

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Several superresolution phenomena are re-visited in the context of the " prior discrete Fourier transform" (PDFT). The PDFT is used to establish relationships between superresolution imaging applications, the construction of superoscillating signals and the design of superresolution filters. The condition number of the PDFT algorithm is identified as a pivotal parameter for practical applications of the PDFT to superresolution problems. Motivated by applications of the algorithm to imaging from Fourier data, a simple regularization procedure is suggested, which results in superoscillating signals representative of the constraints used for their construction. In addition, bandwidth extrapolation from oversampled data is investigated, which highlights inherent limits of superresolution signal recovery and synthesis.
机译:在“先前的离散傅立叶变换”(PDFT)的背景下,重新访问了几种超分辨率现象。 PDFT用于建立超分辨率成像应用,超振荡信号的构造和超分辨率滤波器的设计之间的关系。 PDFT算法的条件号被标识为PDFT在超分辨率问题上的实际应用的关键参数。通过将算法应用到傅里叶数据中进行成像,提出了一种简单的正则化程序,该程序可导致代表其构造约束的信号超振荡。此外,还对过采样数据的带宽外推进行了研究,这突出了超分辨率信号恢复和合成的固有局限性。

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