{"title":"Color formation as a Hilbert space operator: quotient structures and limits of metamerism.","authors":"Peter Morovic, Ján Morovic","doi":"10.1364/JOSAA.606555","DOIUrl":null,"url":null,"abstract":"<p><p>Color formation, the mapping from spectral reflectances through an illuminant and observer to color responses, is a bounded linear operator from a Hilbert space of spectral functions to the space <i>R</i><sup>C</sup> of color responses, where <i>C</i> is the number of sensor classes of the observer (<i>C</i>=3 for a trichromat). This paper develops the algebraic ecosystem of this framework and uses it to establish two results on the limits of metamerism. Metameric equivalence classes are cosets of the kernel, making color space the quotient <i>L</i><sup>2</sup>/ker(W); the pseudoinverse is the canonical section selecting minimum-norm representatives; physical constraints cut each coset to a compact convex body whose image is the object-color gamut (a zonotope); and two complementary types of domain restriction, linear-model bases and convex-combination \"naturalness\" domains, transfer the algebraic structure to a finite-dimensional effective operator. Within this framework we prove: <i>(i)</i> non-trivial absolute metamers, reflectance pairs that match under every possible illuminant, cannot exist as long as every wavelength excites at least one photoreceptor class; <i>(ii)</i> a two-sided dimensional threshold for metamers stable across a restricted family of illuminants: such metamers exist whenever the illuminant family spans fewer than ⌈<i>S</i>/<i>C</i>⌉ dimensions, where <i>S</i> is the number of sampled wavelengths, and cannot exist once the stacked operator attains full rank-e.g., for a trichromatic observer (<i>C</i>=3) and the CIE daylight family, whose span has dimension <i>d</i>=2 or 3, in an <i>S</i>=31-dimensional spectral representation this threshold is far from being reached. The existence half of (ii) was given in discrete form by Burns, Cohen, and Kuznetsov and in dual form by Brainard, Wandell, and Cowan, both in 1989. What is added here is the impossibility direction, the two-sided threshold, and its transport to a restricted domain. A worked example with the CIE 1931 observer under D65, the CIE daylight basis, and a 10-dimensional PCA basis of the SOCS dataset illustrates the theory and constructs daylight-absolute metamer pairs by linear programming. A companion paper [J. Opt. Soc. Am. A (to be published)] extends the framework to two operators, treating metamer mismatching and chromatic adaptation.</p>","PeriodicalId":17382,"journal":{"name":"Journal of The Optical Society of America A-optics Image Science and Vision","volume":"43 10","pages":"1614-1623"},"PeriodicalIF":1.5000,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of The Optical Society of America A-optics Image Science and Vision","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.1364/JOSAA.606555","RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"OPTICS","Score":null,"Total":0}
引用次数: 0
Abstract
Color formation, the mapping from spectral reflectances through an illuminant and observer to color responses, is a bounded linear operator from a Hilbert space of spectral functions to the space RC of color responses, where C is the number of sensor classes of the observer (C=3 for a trichromat). This paper develops the algebraic ecosystem of this framework and uses it to establish two results on the limits of metamerism. Metameric equivalence classes are cosets of the kernel, making color space the quotient L2/ker(W); the pseudoinverse is the canonical section selecting minimum-norm representatives; physical constraints cut each coset to a compact convex body whose image is the object-color gamut (a zonotope); and two complementary types of domain restriction, linear-model bases and convex-combination "naturalness" domains, transfer the algebraic structure to a finite-dimensional effective operator. Within this framework we prove: (i) non-trivial absolute metamers, reflectance pairs that match under every possible illuminant, cannot exist as long as every wavelength excites at least one photoreceptor class; (ii) a two-sided dimensional threshold for metamers stable across a restricted family of illuminants: such metamers exist whenever the illuminant family spans fewer than ⌈S/C⌉ dimensions, where S is the number of sampled wavelengths, and cannot exist once the stacked operator attains full rank-e.g., for a trichromatic observer (C=3) and the CIE daylight family, whose span has dimension d=2 or 3, in an S=31-dimensional spectral representation this threshold is far from being reached. The existence half of (ii) was given in discrete form by Burns, Cohen, and Kuznetsov and in dual form by Brainard, Wandell, and Cowan, both in 1989. What is added here is the impossibility direction, the two-sided threshold, and its transport to a restricted domain. A worked example with the CIE 1931 observer under D65, the CIE daylight basis, and a 10-dimensional PCA basis of the SOCS dataset illustrates the theory and constructs daylight-absolute metamer pairs by linear programming. A companion paper [J. Opt. Soc. Am. A (to be published)] extends the framework to two operators, treating metamer mismatching and chromatic adaptation.
颜色形成,即光谱反射率通过光源和观察者到颜色响应的映射,是从光谱函数的希尔伯特空间到颜色响应的空间RC的有界线性算子,其中C是观察者的传感器类别的数量(对于三色体,C=3)。本文发展了这一框架的代数生态系统,并利用它建立了关于同分频极限的两个结果。元聚等价类是核的协集,使颜色空间为商L2/ker(W);伪逆是选取最小范数代表的正则截面;物理约束将每个协集切割成一个紧凑的凸体,其图像是对象色域(区域);两种互补类型的域限制,线性模型基和凸组合“自然”域,将代数结构转换为有限维有效算子。在这个框架内,我们证明:(i)只要每个波长激发至少一种感光器类别,在每种可能的光源下匹配的反射对就不可能存在非平凡绝对元量;(2)一个双边维阈值条件等色光源的稳定在限制家庭:只要存在条件等色光源家庭跨越少于⌈S / C⌉维度,S是采样波长的数量,不能堆放运营商达到满rank-e.g存在一次。,对于三色观察者(C=3)和CIE日光家族,其跨度具有维数d=2或3,在S=31维光谱表示中,这个阈值远未达到。1989年,Burns, Cohen, and Kuznetsov以离散形式给出了(ii)的存在一半,Brainard, Wandell, and Cowan以对偶形式给出了(ii)的存在一半。这里添加的是不可能方向,双面阈值及其向受限域的传输。以D65条件下的CIE 1931观测仪、CIE日光基础和SOCS数据集的10维PCA基础为例,说明了该理论,并通过线性规划构建了日光-绝对元元对。[J]。选择,Soc。点。A(待发表)]将框架扩展到两个算子,处理元基不匹配和色适应。
期刊介绍:
The Journal of the Optical Society of America A (JOSA A) is devoted to developments in any field of classical optics, image science, and vision. JOSA A includes original peer-reviewed papers on such topics as:
* Atmospheric optics
* Clinical vision
* Coherence and Statistical Optics
* Color
* Diffraction and gratings
* Image processing
* Machine vision
* Physiological optics
* Polarization
* Scattering
* Signal processing
* Thin films
* Visual optics
Also: j opt soc am a.