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A Field Theory of Pattern Identification Using the Concept of Gauge Fields

机译:基于规范场概念的模式识别场论

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摘要

A field theory for geometrical pattern identifi- cation is developed based on the postulate that various modi- fied patterns are identified via invariant characteristics of pattern transformations. The invariant characteristics of geometrical pat- terns are written as he functional of the light intensity distr- bution of pattern, its spatial gradient, and also its spatial cur- vature. Some definite expressions of the invariant characteristic functional for two dimensional linear transformation are derived, and their invariant and feature extracting property are examined numerically.
机译:提出了一种基于几何图案识别的现场理论,其前提是通过图案变换的不变特征来识别各种修改过的图案。几何图案的不变特征被写为图案的光强度分布,其空间梯度以及其空间曲率的函数。推导了二维线性变换不变特征函数的一些确定表达式,并对它们的不变和特征提取性质进行了数值检验。

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