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Color and luminance processing in V1 complex cells and artificial neural networks V1复杂细胞中的颜色和亮度处理及人工神经网络
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-22 DOI: 10.1002/col.22903
Luke M. Bun, Gregory D. Horwitz
Object recognition by natural and artificial visual systems benefits from the identification of object boundaries. A useful cue for the detection of object boundaries is the superposition of luminance and color edges. To gain insight into the suitability of this cue for object recognition, we examined convolutional neural network models that had been trained to recognize objects in natural images. We focused specifically on units in the second convolutional layer whose activations are invariant to the spatial phase of a sinusoidal grating. Some of these units were tuned for a nonlinear combination of color and luminance, which is broadly consistent with a role in object boundary detection. Others were tuned for luminance alone, but very few were tuned for color alone. A literature review reveals that V1 complex cells have a similar distribution of tuning. We speculate that this pattern of sensitivity provides an efficient basis for object recognition, perhaps by mitigating the effects of lighting on luminance contrast polarity. The absence of a contrast polarity‐invariant representation of color alone suggests that it is redundant with other representations.
自然和人工视觉系统的物体识别得益于物体边界的识别。用于检测对象边界的有用提示是亮度和颜色边缘的叠加。为了深入了解这种线索对物体识别的适用性,我们检查了经过训练以识别自然图像中物体的卷积神经网络模型。我们特别关注第二卷积层中的单元,其激活对正弦光栅的空间相位是不变的。其中一些单元针对颜色和亮度的非线性组合进行了调整,这与物体边界检测中的作用大致一致。其他人只针对亮度进行了调整,但很少有人只针对颜色进行了调整。文献综述显示V1复合体细胞具有相似的调谐分布。我们推测,这种灵敏度模式可能通过减轻照明对亮度对比极性的影响,为物体识别提供了有效的基础。缺少单独的颜色的对比极性不变表示表明它与其他表示是多余的。
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引用次数: 0
A machine learning approach to color space Euclidization 色彩空间欧几里得化的机器学习方法
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-15 DOI: 10.1002/col.22897
Lia Ahrens, Julian Ahrens, Hans D. Schotten

In this work, a machine learning methodology is proposed for the issue of color space Euclidization. Given a color difference formula as reference distance law, the Euclidization task consists in finding an injective transformation from the original color space into a real vector space and the corresponding inverse transformation, such that the Euclidean distances in the embedded color space align with the reference color distances. For this, artificial neural networks are devised as function approximators for the color space transformations being sought. Training these neural networks is accomplished through unsupervised learning, making use of random sampling and gradient descent. As key disagreement measure, either the (symmetric) relative isometric disagreement or the standardized residual sum of squares (STRESS) index is considered at a time and incorporated as part of the optimization criterion into the objective function. Comparative evaluation is carried out on well-established color distance laws, including the CIELAB-based DE2000 color difference formula. The evaluation results indicate significant performance advantages of the proposed approach over previous contributions.

在这项工作中,针对色彩空间欧几里得化问题提出了一种机器学习方法。给定一个色差公式作为参考距离法,欧几里得化任务包括找到一个从原始色彩空间到真实矢量空间的注入变换和相应的逆变换,从而使嵌入色彩空间的欧几里得距离与参考色彩距离一致。为此,我们设计了人工神经网络作为色彩空间变换的函数近似器。利用随机抽样和梯度下降技术,通过无监督学习来训练这些神经网络。作为关键的分歧度量,每次都会考虑(对称)相对等距分歧或标准化残差平方和(STRESS)指数,并将其作为优化标准的一部分纳入目标函数。我们对成熟的色彩距离法则进行了比较评估,包括基于 CIELAB 的 DE2000 色彩差异公式。评估结果表明,与之前的方法相比,所提出的方法具有显著的性能优势。
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引用次数: 0
Fundamental scales of hue appearance and discrimination 色调外观和辨别的基本尺度
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-15 DOI: 10.1002/col.22895
Saeedeh Abasi, Mark D. Fairchild

Hue can be described with two types of scales. The first, for hue discrimination, is of the form of a hue angle metric such as found in the Munsell and CIELAB systems. The second, for hue appearance, is in the form of a hue quadrature metric as found in the NCS system and color appearance models such as CIECAM16. Any useful hue metric should also exhibit hue constancy – the important concept that stimuli of various lightness and saturation, but identical hue designations appear to be of the same hue. Hue angle in the IPT color model has repeatedly been shown to very well describe contours of constant hue and has been rigorously tested over more than two decades. However, the IPT model was not designed with hue spacing, for either discrimination or appearance, in mind. This paper describes the derivation of a fundamental and physiologically plausible model, called FHS for Fundamental Hue Scales, with predictors for both hue discrimination and hue appearance built directly from cone fundamentals and with hue linearity as good as that found in IPT. Such a model can be used with individual LMS color matching functions as the basis for the hue dimension of improved, and individualized, color appearance scales.

色调可以用两种比例来描述。第一种,对于色调辨别,是色调角度度量的形式,例如在Munsell和CIELAB系统中发现的。第二种,对于色调外观,是在NCS系统和诸如CIECAM16的颜色外观模型中发现的色调正交度量的形式。任何有用的色调度量也应该表现出色调恒定性——这是一个重要的概念,即不同亮度和饱和度的刺激,但相同的色调名称似乎具有相同的色调。IPT颜色模型中的色调角已被反复证明可以很好地描述恒定色调的轮廓,并经过二十多年的严格测试。然而,IPT模型在设计时并没有考虑到色调间距,无论是为了区分还是外观。本文描述了一个基本的、生理上合理的模型的推导,称为基本色调量表的FHS,其色调辨别和色调外观的预测因子直接从锥体基本原理建立,色调线性与IPT中发现的一样好。这样的模型可以与单独的LMS颜色匹配函数一起使用,作为改进的和个性化的颜色外观尺度的色调维度的基础。
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引用次数: 0
Quantitative analysis of color characteristics for Yangjiabu New Year woodblock paintings based on color science and spectral imaging 基于色彩科学和光谱成像的杨家埠年画色彩特征定量分析
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-15 DOI: 10.1002/col.22896
Fuzheng Zhang

The intangible cultural heritage of Yangjiabu New Year woodblock paintings (YNYWPs) has numerous potential cultural, artistic, and economic values. The quantitative color characteristics of YNYWPs, which have always been disregarded, can offer evidence in support of their inheritance and conservation. Utilizing the principles and methods of color science and spectral imaging technology, the color characteristics, including spectral characteristics, colorimetric characteristics, and color combination regularity, were quantitatively investigated by measuring and capturing the representative works. The results show that the spectral reflectances of the seven colors (i.e., red, yellow, green, cyan, violet, black, and paper color) adopted in the selected paintings have no significant structured features and can be accurately described using the first six derived eigenvectors by principal component analysis. The Xuan paper and the yellow color have higher reflectance than the other five colors. Correspondingly, their Commission Internationale de l'Eclairage (CIE) 1964 XYZ stimulus values are also relatively high. The others cover a narrow range in the CIE XYZ system. When transformed into the CIELAB color space, the seven colors can be relatively uniformly distributed in the color space. With regards to the color combination regularity, red, yellow, and cyan tend to occupy a large area in the selected paintings. In contrast, the other colors, especially green, are not frequently used. The resulting data of the color combination regularity quantitatively verify the color combination knack that is transmitted by word of mouth from generation to generation.

杨家埠年画非物质文化遗产具有众多潜在的文化、艺术和经济价值。YNYWp的定量颜色特征一直被忽视,可以为其遗传和保护提供证据。利用色彩科学和光谱成像技术的原理和方法,通过对代表作的测量和捕捉,对色彩特征进行了定量研究,包括光谱特征、色度特征和色彩组合规律。结果表明,所选画作中采用的七种颜色(即红、黄、绿、青、紫、黑和纸色)的光谱反射率没有显著的结构特征,可以通过主成分分析使用前六个导出的特征向量来准确描述。宣纸和黄色比其他五种颜色具有更高的反射率。相应地,他们的国际照明委员会(CIE)1964 XYZ刺激值也相对较高。其他的覆盖了CIE XYZ系统中的窄范围。当转换到CIELAB颜色空间中时,七种颜色可以相对均匀地分布在颜色空间中。在色彩组合的规律性上,红色、黄色和青色在所选画作中往往占据很大的面积。相比之下,其他颜色,尤其是绿色,并不经常使用。由此产生的颜色组合规律性数据定量地验证了口口相传代代相传的颜色组合技巧。
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引用次数: 0
Educational simulations of spectral color dispersion in negative index prisms 负折射棱镜中光谱色散的教学模拟
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-15 DOI: 10.1002/col.22898
Francisco L. Naranjo-Correa, Guadalupe Martínez-Borreguero

Using a free, open-source ray-tracing program, photorealistic spectral images have been created to show how several prisms would appear in the real world if they were made with materials that have a negative index of refraction (metamaterials). The aim of this work is to provide students with a visual interpretation of the atypical behavior of negative-index materials and a look at dispersion in the visible range in such prisms, resulting in educationally valuable outcomes.

我们利用免费的开放源码光线追踪程序,创建了逼真的光谱图像,以展示如果使用具有负折射率的材料(超材料)制作若干棱镜,它们在现实世界中会呈现出怎样的效果。这项工作的目的是为学生提供负折射率材料非典型行为的直观解释,并让他们了解这种棱镜在可见光范围内的色散情况,从而产生有教育价值的成果。
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引用次数: 0
Relationship between color appearance evaluation and categorical color responses of small stimuli in central and near peripheral visual fields 中央和近周边视野小刺激的颜色外观评价与分类颜色反应的关系
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-13 DOI: 10.1002/col.22890
Shuichi Mogi, Masafumi Kamei, Masato Sakurai, Tomoharu Ishikawa, Miyoshi Ayama

The appearance of color stimuli can be measured psychophysically using two major techniques: (1) elementary color naming and (2) categorical color naming. On the relation between the two naming techniques, a network model (published 20 years ago) autonomously labels colors without retrieving color names from a database and has the flexibility to adapt to individual differences or observing environments. However, this network model has not been recently applied in this context as few works have focused on two types of color naming experiments using the same observers and conditions, mainly because most studies focused either on continuous changes in color appearance or on categorical color perception and did not need to employ both techniques. In our previous study, new datasets of hue and saturation judgments with whiteness and blackness evaluations were obtained. The evaluation of these datasets included elementary color naming and categorical color naming using 11 basic color terms (BCTs) with 0.5°-diameter stimuli presented at the center and 12 locations along the horizontal and vertical meridians in the visual field for three observers. The feasibility of applying the model to our new datasets in the center and near periphery has to be examined before utilizing the model for various applications. Gain factor values for each categorical color response (CCR) were individually optimized, and the same combination of gain factors were used for all locations for each observer. The results of the chi-square goodness-of-fit test indicated that the response distribution estimated by the model (color names and “undefined”) was not significantly different from the experimental data obtained in 35 out of 39 conditions. The overall average of the correct estimation was 77%. The high estimation obtained from the same gain factor values is indicative of an invariant relationship between the two naming techniques, with up to 20° eccentricity. It also shows the model's plausibility in explaining individual differences among normal observers.

颜色刺激的出现可以使用两种主要技术进行心理物理测量:(1)基本颜色命名和(2)分类颜色命名。关于这两种命名技术之间的关系,一个网络模型(发表于20 几年前)在不从数据库检索颜色名称的情况下自主地标记颜色,并且具有适应个体差异或观察环境的灵活性。然而,这种网络模型最近没有在这种情况下应用,因为很少有工作关注使用相同观察者和条件的两种类型的颜色命名实验,主要是因为大多数研究要么关注颜色外观的连续变化,要么关注分类颜色感知,不需要同时使用这两种技术。在我们之前的研究中,获得了带有白度和黑度评估的色调和饱和度判断的新数据集。对这些数据集的评估包括基本颜色命名和分类颜色命名,使用11个基本颜色项(BCT),在三名观察者的视野中沿水平和垂直经络的中心和12个位置呈现0.5°直径的刺激。在将该模型用于各种应用之前,必须检查将该模型应用于中心和近外围的新数据集的可行性。对每个分类颜色反应(CCR)的增益因子值进行单独优化,并对每个观察者的所有位置使用相同的增益因子组合。卡方拟合优度检验的结果表明,该模型估计的响应分布(颜色名称和“未定义”)与在39个条件中的35个条件下获得的实验数据没有显著差异。正确估计的总体平均值为77%。从相同的增益因子值获得的高估计表明两种命名技术之间存在不变的关系,离心率高达20°。它还显示了该模型在解释正常观察者之间的个体差异方面的合理性。
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引用次数: 0
An investigation of color difference for binocular rivalry and a preliminary rivalry metric, ΔE*bino 双目匹敌色差研究及初步匹敌度量ΔE*bino
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-07 DOI: 10.1002/col.22900
Yuta Asano, Minqi Wang

Head-mounted displays (HMDs) for virtual and augmented reality applications could have severe nonuniformities due to complex optical components and the choice of light source technologies. In addition, module variations between the two eyes can result in different colors being seen with the left and right eyes. Binocular rivalry is expected for large color differences between the two eyes, which can severely affect product usability. Thus, it is important to characterize and predict the binocular rivalry in HMDs caused by interocular color differences. As a step toward this end, we propose the first binocular color difference metric, ΔE*bino, to predict the just noticeable binocular rivalry for a pair of solid colors. A psychophysical experiment was conducted using Meta Quest 2, in which we presented different colors to the left and right eye. The collected data were analyzed to derive the metric using ROC curves. We show that the ΔE*bino metric showed significant improvements over conventional color difference formulae. Both the ΔE*bino formula and the anonymized experiment results are available for download.

由于复杂的光学元件和光源技术的选择,虚拟现实和增强现实应用的头戴式显示器(HMD)可能存在严重的不均匀性。此外,两只眼睛的模数变化也会导致左右眼看到的颜色不同。如果两只眼睛看到的颜色差异较大,就会出现双眼对抗现象,这可能会严重影响产品的可用性。因此,在 HMD 中描述和预测由双眼间颜色差异引起的双眼竞争现象非常重要。为此,我们提出了第一个双眼色差度量ΔE*bino,用于预测一对纯色的明显双眼竞争。我们使用 Meta Quest 2 进行了一项心理物理实验,向左右眼呈现不同的颜色。我们对收集到的数据进行了分析,并利用 ROC 曲线得出了指标。结果表明,与传统的色差公式相比,ΔE*bino 指标有显著的改进。ΔE*bino公式和匿名实验结果均可供下载。
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引用次数: 0
Quantifying basic colors' salience from cross-linguistic corpora 从跨语言语料库中量化基本色的显著性
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-06 DOI: 10.1002/col.22899
Antoni Brosa-Rodríguez, M. Dolores Jiménez-López

A corpus-based quantitative assessment of Berlin and Kay's proposal is presented. We refine the Basic Color Terms hierarchy proposed by Berlin and Kay, through the concept of salience. A cross-linguistic study with 57 different languages and 136 different linguistic corpora has been conducted. This study uses KonText tool and the corpora included in it. The color labels in different languages have been obtained using a unified methodology from PanLex. We have obtained an individual hierarchy for each of the languages analyzed, as well as a general hierarchy that captures the universal trend. Results show that there is a close relationship between the evolutionary stages in the Berlin and Kay proposal and their frequency in our corpora study, which we could also relate to Zipf's Law. The only color that we certify behaves differently compared to such a proposal is yellow. The main advantage of our approach compared to previous corpora studies is taking into account the anglocentric bias by using a representative typological set of different languages from the world.

我们在语料库的基础上对柏林和凯伊的建议进行了量化评估。我们通过显著性概念完善了 Berlin 和 Kay 提出的 "基本颜色术语 "层次结构。我们对 57 种不同语言和 136 个不同语料库进行了跨语言研究。这项研究使用了 KonText 工具和其中包含的语料库。不同语言的颜色标签是通过 PanLex 的统一方法获得的。我们为所分析的每种语言都获得了一个单独的层次结构,同时也获得了一个能反映普遍趋势的总体层次结构。结果表明,柏林提议和凯伊提议中的演变阶段与它们在我们的语料库研究中的出现频率之间存在密切关系,我们也可以将其与齐普夫定律联系起来。我们证明,与这种提议相比,唯一表现不同的颜色是黄色。与之前的语料库研究相比,我们的方法的主要优势在于通过使用具有代表性的全球不同语言类型集来考虑英语中心偏差。
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引用次数: 0
Color in modern architecture of Olivetti's town 奥利维蒂小镇现代建筑中的色彩
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-09-05 DOI: 10.1002/col.22893
Enrico Giacopelli, Sabrina Gualtieri, Marco Zerbinatti

Ivrea is a small city known throughout the world as the home of the Olivetti company. For many years, the innovative urban and architectural experiment inspired and supported by Adriano Olivetti, financed by his company for a large part of the twentieth century, was less well known internationally. His patronage and his far-sighted vision for urban society  have produced results of great relevance in the history of Italian industrialization and Modern Architecture. Since 2018, the architectural assets, the archives, cultural heritage and social experiments, have become part of the UNESCO Catalogue of World Heritage Sites (Ivrea, industrial city of the 20th century). Today, many of these heritage buildings, characterized by external surfaces decorated with colored tiles of different types, have several conservation problems, due in many cases to the lack of ordinary maintenance. At the same time, the unavailability of original materials makes the planning of appropriate intervention solutions for maintenance and restoration difficult. This report intends to give an account of this event through two convergent approaches: (i) on the level of method, continually seeking a precise analysis of the materials, trying to refrain from the image of an ‘Olivetti's architecture’ flattened only on rationalist models—chromatically limited—to do justice to a less minimalist vision that has characterized the architectural heritage on matter since its inception; (ii) on the operative level, giving an account of the attempts to recover and restore that “world of colours” that is the Olivetti's city, also with a correct lexical reading of the architectural elements and the finding of materials (an operation declined toward “what can be done today”, given that many original products are unavailable and manufacturers are no longer in activity).

伊夫雷亚是一座因奥利维蒂公司所在地而闻名于世的小城。多年来,在阿德里亚诺-奥利维蒂的启发和支持下,由其公司资助的创新城市和建筑实验在二十世纪的大部分时间里在国际上鲜为人知。他的资助和对城市社会的远见卓识在意大利工业化和现代建筑史上产生了重要影响。自 2018 年起,建筑资产、档案、文化遗产和社会实验已成为联合国教科文组织世界遗产目录的一部分(伊夫雷亚,20 世纪的工业城市)。如今,这些外表面装饰着不同类型彩色瓷砖的遗产建筑中,有许多存在保护问题,在许多情况下是由于缺乏日常维护所致。同时,由于无法获得原始材料,也很难为维护和修复工作制定适当的干预方案。本报告旨在通过两种趋同的方法对这一事件进行说明:(i) 在方法层面上,不断寻求对材料的精确分析,试图避免 "奥利维蒂建筑 "的形象,即只按照理性主义的模式--色彩上的限制--进行扁平化处理,以公正地对待自其诞生以来就成为建筑遗产特点的不那么简约的观点;(ii) 在操作层面上,介绍恢复和复原奥利维蒂城市的 "色彩世界 "的尝试,同时正确解读建筑元素和寻找材料(鉴于许多原始产品已无法获得,制造商也已停止生产,因此这一操作的方向是 "今天能做什么")。
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引用次数: 0
Warm and cool reheated 温暖和凉爽的再热
IF 1.4 3区 工程技术 Q3 Chemistry Pub Date : 2023-08-29 DOI: 10.1002/col.22892
Kenneth Knoblauch, John S. Werner, Michael A. Webster

Among more conventional perceptual attributes, such as hue brightness and saturation, color is universally assigned a value along a warm/cool dimension. The source of this aspect of color experience is uncertain and a subject of current debate in color science. An unpublished study from the late twentieth century has recently appeared in an online archive that makes publicly available the results of an extensive set of measurements that document the variation of warm/cool values throughout color space and shows that they relate simply to the sum of the red-green and blue-yellow opponent-color activations (red+yellow vs. blue+green), which the authors suggest is consistent with a sensory basis for this distinction.

在更传统的感知属性(如色调、亮度和饱和度)中,颜色通常沿暖/冷维度分配一个值。这方面的色彩体验的来源是不确定的,也是当前色彩科学争论的主题。最近,一项20世纪末未发表的研究出现在一个在线档案中,该档案公开了一组广泛的测量结果,这些测量记录了整个颜色空间中暖/冷值的变化,并表明它们只与红-绿和蓝-黄对手颜色激活的总和有关(红+黄vs.蓝+绿),作者认为这与这种区别的感官基础是一致的。
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引用次数: 0
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Color Research and Application
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