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Reconstruction without discontinuities

机译:没有不连续性的重建

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Discontinuities have been important in visual reconstruction to avoid oversmoothing. The article raises the question as to whether location of discontinuities is necessary in this process. The author proposes a class of adaptive regularizers (ARs) for reconstruction in the framework of regularization, in an attempt to solve the conflict between 'oversmoothing across discontinuities' and 'finding discontinuities'. The proposal differs from existing methods in the way it controls continuity, in which true discontinuities are considered in the mathematical sense only. A simple analog neuron-like circuit for hardware implementation is suggested. Experimental results are presented.
机译:不连续性在视觉重建中非常重要,以避免过度处理。文章提出了关于该过程中不连续性的位置是否有必要的问题。作者提出了一类适应常规的正规规则,以便在正规化框架内重建,以试图解决“不断停机的过度性”与“发现不连续性之间的冲突。该提案与其控制连续性的现有方法不同,仅在数学意义上考虑真正的不连续性。提出了一种用于硬件实现的简单模拟神经元电路。提出了实验结果。

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