arXiv:2608.03863cs.CV2026-08中稿 · presentation at th…被引 1

用组合张量框架解析离散色彩映射的内在结构。

CPrefix: A Combinatorial Tensor Framework for Structured Discrete Color Mappings

论文配图:CPrefix: A Combinatorial Tensor Framework for Structured Discrete Color Mappings
图 1 · 摘自论文原文
  • 基于多项式计数张量构建组合可观测表示
  • 在显示与打印配置文件上实现高精度重建
  • 适用于色彩、光谱等多通道系统结构分析

离散多通道映射通常通过采样值表示,虽能精确评估但难以揭示其内在结构。本文提出CPrefix,一种统一的张量框架,实现离散映射的表征、重构与结构分析。该框架基于由多项式计数可观测诱导的计数张量,其支撑集构成离散Pascal单纯形,作为潜在组合表示而非观测空间约束,从中重构映射。该形式将映射的组合组织与其测量值分离,揭示了映射背后的可观测结构。在ICC显示与打印机配置文件上验证,通过隐式重构与感知色域传输进行测试。高精度重构表明色彩映射可被忠实的可观测表示所刻画,而重构残差则揭示了底层映射与所提表示之间的兼容性。尽管以色彩变换为例,该框架不依赖可观测的物理解释,可推广至色彩成像、光谱测量及其他离散系统中的结构化多通道映射。

原文摘要 · Abstract (English)

Discrete multi-channel mappings are typically represented through sampled values, providing accurate evaluations but limited insight into their underlying structure. We introduce CPrefix, a combinatorial observable representation for discrete mappings, realized within a unified tensor framework that enables representation, reconstruction, and structural analysis. The framework is based on a counting tensor induced by multinomial counting observables. Its support forms a discrete Pascal simplex, not as a constraint on the observable space, but as a latent combinatorial representation from which mappings are reconstructed. This formulation separates the combinatorial organization of a mapping from its measured values, exposing the observable structure underlying the mapping. The framework is validated on ICC display and printer profiles through latent reconstruction and perceptual gamut transport. Accurate reconstruction demonstrates that color mappings admit faithful observable representations, while reconstruction residuals provide insight into the compatibility of the underlying mapping with the proposed representation. Although demonstrated on color transformations, the framework is independent of the physical interpretation of the observables, making it applicable to structured multi-channel mappings arising from color imaging, spectral measurements and other discrete systems.

色彩映射张量框架组合结构

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