两步任意形状支持图像恢复的光谱预适应

Chaoqun Dong, J. Portilla
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引用次数: 1

摘要

近年来,与图像恢复相关的边界问题引起了成像科学家的关注。我们在这里探索任意边界形状(如模糊背景图像)的情况,从一般讨论开始,向现实主义条件推进,模拟和真实的摄影图像。我们描述了我们的光谱预适应(SPA)方法,并将其与成功的无约束边界条件乘法器交替方向法(UBC ADMM)方法进行了比较。初步结果表明,结合有效的恢复算法,如约束动态l2 -松弛L0,可以在性能和计算方面为这类问题设定新的水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spectral pre-adaptation for two-step arbitrary-shape-support image restoration
In recent years, boundary problems associated to image restoration have attracted the attention of imaging scientists. We explore here the case of arbitrary boundary shapes (like blurred-background images), starting from a general discussion and advancing towards realist conditions, with simulations and real photographic images. We describe our Spectral-Pre-Adaptation (SPA) method, and compare it to the successful unconstrained boundary conditions Alternating Direction Method of Multipliers (UBC ADMM) method. Preliminary results indicate that SPA, combined with efficient restoration algorithms, such as Constrained Dynamic L2-relaxed L0, may set the new state-of-the-art, in performance and computational terms, for this kind of problems.
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