具有空间查找表的可分离图像变形

G. Wolberg, T. Boult
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引用次数: 54

摘要

图像翘曲是指将源图像二维重采样到目标图像上。在一般情况下,这需要昂贵的二维滤波操作。当翘曲可以表示为正交一维变换的级联时,简化是可能的。在这些情况下,引入了可分离转换来实现较大的性能提升。这一领域的核心思想是由Catmull和Smith在2-pass算法中提出的。尽管这种方法适用于一类重要的变换,但存在一些内在的问题限制了它的实用性。这项工作的目标是扩展2-pass方法来处理任意空间映射函数。我们解决了2通道扫描线算法固有的困难:瓶颈,折叠,以及缺乏封闭形式的反解。这些问题被证明可以用一种通用的、高效的、可分离的技术来解决,并且对于日益复杂的转换具有优雅的退化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Separable image warping with spatial lookup tables
Image warping refers to the 2-D resampling of a source image onto a target image. In the general case, this requires costly 2-D filtering operations. Simplifications are possible when the warp can be expressed as a cascade of orthogonal 1-D transformations. In these cases, separable transformations have been introduced to realize large performance gains. The central ideas in this area were formulated in the 2-pass algorithm by Catmull and Smith. Although that method applies over an important class of transformations, there are intrinsic problems which limit its usefulness.The goal of this work is to extend the 2-pass approach to handle arbitrary spatial mapping functions. We address the difficulties intrinsic to 2-pass scanline algorithms: bottlenecking, foldovers, and the lack of closed-form inverse solutions. These problems are shown to be resolved in a general, efficient, separable technique, with graceful degradation for transformations of increasing complexity.
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