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Modeling surface color discrimination under different lighting environments using image chromatic statistics and convolutional neural networks. 利用图像色彩统计和卷积神经网络对不同光照环境下的表面颜色判别进行建模。
Pub Date : 2023-02-15 DOI: 10.1364/josaa.4799861
Samuel Ponting, Takuma Morimoto, Hannah E Smithson
We modeled discrimination thresholds for object colors under different lighting environments [J. Opt. Soc. Am. 35, B244 (2018)]. First, we built models based on chromatic statistics, testing 60 models in total. Second, we trained convolutional neural networks (CNNs), using 160,280 images labeled by either the ground-truth or human responses. No single chromatic statistics model was sufficient to describe human discrimination thresholds across conditions, while human-response-trained CNNs nearly perfectly predicted human thresholds. Guided by region-of-interest analysis of the network, we modified the chromatic statistics models to use only the lower regions of the objects, which substantially improved performance.
在不同光照环境下对物体颜色进行判别阈值建模[J]。选择,Soc。[j].中国科学院学报,2014(5)。首先,我们建立了基于色统计的模型,共测试了60个模型。其次,我们训练卷积神经网络(cnn),使用160,280张图像标记,这些图像要么是真实的,要么是人类的反应。没有单一的彩色统计模型足以描述不同条件下的人类歧视阈值,而人类反应训练的cnn几乎完美地预测了人类阈值。在网络兴趣区域分析的指导下,我们修改了颜色统计模型,只使用对象的较低区域,这大大提高了性能。
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引用次数: 2
Measuring ocular aberrations in the peripheral visual field using Hartmann-Shack aberrometry: errata 用哈特曼-夏克像差法测量外围视野的眼像差:勘误表
Pub Date : 2008-09-17 DOI: 10.1364/JOSAA.25.002467
D. Atchison, D. Scott, W. Charman
Some printing errors in the equations of our previous paper [J. Opt. Soc. Am. A 24, 2963 (2007)] are corrected.
我们之前的论文中存在的一些打印错误[J]。选择,Soc。点。[A] 24, 2963(2007)]进行了修正。
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引用次数: 46
Eye movements and neural remapping during fusion of misaligned random-dot stereograms. 错位随机点立体图融合过程中的眼球运动和神经重映射。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001665
M T Hyson, B Julesz, D H Fender

Fender and Julesz [J. Opt. Soc. Am. 57, 819 (1967)] found that fused retinally stabilized binocular line targets could be misaligned on the two retinas in the temporalward direction by at least 30 min of arc without loss of fusion and stereopsis and that random-dot stereograms could be misaligned 2 deg before fusion was lost. To test these results in normal vision, we recorded eye motions of four observers while they viewed a random-dot stereogram that subtended about 10 deg. The observers misaligned overlaid vectograph stereo images by moving them apart in a temporalward direction until fusion was lost. They then returned the vectographs to the overlaid position. Throughout this cycle the observers reported at frequent intervals if they could perceive strong or weak depth, loss of depth, or loss of fusion. For some observers the image separation could be increased to 5 deg beyond parallel before fusion was lost. The visual axes diverged to follow the image centers and varied from overconverged to overdiverged with respect to the image centers while the observers still reported depth and fusion. We call the difference between the image separation and eye vergence the vergence error. If a vergence error persisted for at least 10 sec without loss of the percepts of fusion and depth, we postulate that neutral remapping occurred that compensated for the retinal misalignment. We found that the average maximum neural remapping was 3.0 deg.(ABSTRACT TRUNCATED AT 250 WORDS)

[J]。选择,Soc。Am. 57, 819(1967)]发现融合后的视网膜稳定双目线靶可以在时间方向上在两个视网膜上错位至少30分钟的弧度,而不会失去融合和立体视觉,而随机点立体图在融合丢失之前可以错位2度。为了在正常视力下测试这些结果,我们记录了四名观察者在观看一个大约10度的随机点立体图时的眼球运动。观察者将叠加的矢量立体图像在一个时间方向上分开,直到融合消失,从而使它们错位。然后他们将矢量图返回到覆盖的位置。在整个周期中,观察人员频繁地报告他们是否能感知到深度的强弱、深度的丧失或融合的丧失。对于一些观测者来说,在融合丢失之前,图像分离可以增加到超过平行5度。视觉轴随图像中心发散,相对于图像中心从过度收敛到过度发散,而观察者仍然报告深度和融合。我们把图像分离和人眼聚光的差称为聚光误差。如果聚光误差持续至少10秒而不丧失融合和深度的感知,我们假设发生了中性重新映射,补偿了视网膜的错位。我们发现平均最大神经重映射度为3.0度。
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引用次数: 30
Independence of orientation and size in spatial discriminations. 空间区分中方向和大小的独立性。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001691
C A Burbeck, D Regan

This study of form vision explores the relationships between orientation and spatial frequency in suprathreshold discrimination tasks. Orientation discrimination thresholds for sine-wave gratings were 0.3-0.5 deg, much less than the roughly 10-24-deg orientational bandwidth of channels; spatial-frequency discrimination thresholds were 3-7%, much less than the roughly 1.2-octave spatial-frequency bandwidth of channels. We find that spatial-frequency discrimination between two gratings was as acute when the two gratings were orthogonal as when they were parallel. Orientation discrimination between two gratings was as acute when the two gratings had the same spatial frequencies as when they had different spatial frequencies. Thus orientation and spatial frequency are independent dimensions at the discrimination stage of spatial information processing.

本研究探讨了超阈辨别任务中方向与空间频率之间的关系。正弦波光栅的取向判别阈值为0.3 ~ 0.5°,远小于通道的10 ~ 24°取向带宽;空间频辨阈值为3-7%,远小于信道约1.2倍频的空间频宽。我们发现两个光栅之间的空间频率分辨在两个光栅正交时和在两个光栅平行时一样尖锐。当两个光栅具有相同的空间频率和不同的空间频率时,两个光栅之间的取向区别同样明显。因此,在空间信息处理的判别阶段,方向和空间频率是独立的维度。
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引用次数: 84
Color-rendering capacity of illumination. 照明的显色能力。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001709
H Xu

A new measure called color-rendering capacity is developed, by applying some of the concepts used in communication engineering, to describe another aspect of the color-rendering properties of illumination, i.e., the maximum possible number of different colors that can be displayed by a given illumination. It is a relative measure expressed as a dimensionless parameter between zero and unity, depending only on the spectral power distribution of the illumination. The computer program involved in calculating this parameter and calculated examples for several different light-source types are presented. By reference to this parameter, the prediction for four different fluorescent lamps about the extent to which a lamp can make an average chromatic environment appear colorful and bright is in general agreement with the existing observation. Another potential use of this parameter, in collaboration with the luminous efficacy, as a relevant indicator of the visual efficiency of illumination is also discussed.

通过应用通信工程中使用的一些概念,开发了一种称为显色能力的新测量方法,以描述照明显色特性的另一个方面,即在给定照明下可以显示的不同颜色的最大可能数量。它是一种相对度量,表示为零和单位之间的无量纲参数,仅取决于照明的光谱功率分布。给出了计算该参数的计算机程序和几种不同光源类型的计算实例。参考这一参数,对四种不同的荧光灯对一种灯能使平均色环境呈现出丰富多彩和明亮程度的预测与已有的观测结果基本一致。本文还讨论了该参数的另一个潜在用途,即与发光效率一起作为照明视觉效率的相关指标。
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引用次数: 7
Detection of coherent movement in peripherally viewed random-dot patterns. 检测周边观察的随机点模式的相干运动。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001674
W A van de Grind, A J van Doorn, J J Koenderink

We studied the detection of coherent motion in stroboscopically moving random-dot patterns for foveal vision and at eccentricities of 6, 12, 24, and 48 deg in the temporal visual field. Threshold signal-to-noise ratios (SNR's) were determined as a function of velocity for a range of stimulus sizes. It was found that the motion-detection performance is roughly invariant throughout the temporal visual field, provided that the stimuli are scaled according to the cortical magnification factor to obtain equivalent cortical sizes and velocities at all eccentricities. The maximum field velocity compatible with the percept of coherent motion increased about linearly with the width of the square stimuli. At this high-velocity threshold any pixel crossed the field in five to nine equal steps with a constant total crossing time of 50-90 msec, regardless of stimulus size or eccentricity. The lowest SNR values were reached at the optimal or tuning velocity V0. They approached the amazingly low values of 0.04-0.05 for large stimuli and at all eccentricities. Regardless of stimulus size, the parameter V0 increased about linearly with eccentricity from roughly 1 deg sec-1 at the fovea to some 8 deg sec-1 at 48 deg in the temporal visual field.

我们研究了在频闪运动随机点模式下的相干运动检测,用于中央凹视觉和在时间视野中偏心度为6度、12度、24度和48度。阈值信噪比(SNR)被确定为一系列刺激大小的速度函数。研究发现,如果根据皮层放大因子对刺激进行缩放,以获得在所有偏心点处等效的皮层大小和速度,则运动检测性能在整个时间视野中大致不变。与相干运动感知相容的最大场速度随正方形刺激宽度的增加而线性增加。在这个高速阈值下,无论刺激大小或偏心率如何,任何像素都可以以5到9个等速穿过视场,总穿越时间为50-90毫秒。在最佳调谐速度V0时达到最低信噪比。对于大的刺激和所有的偏心率,它们接近0.04-0.05这个惊人的低值。无论刺激大小如何,参数V0随偏心率线性增加,从中央凹处约1°s -1增加到时间视野48°处约8°s -1。
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引用次数: 107
Spatial-frequency discrimination and detection: comparison of postadaptation thresholds. 空间频率识别与检测:适应后阈值的比较。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001684
D Regan, K I Beverley

We found that inspecting a sine-wave grating elevated threshold for spatial-frequency discrimination as it does for contrast detection, but discrimination threshold was maximally elevated at about twice the adapting frequency, where detection threshold was little affected; and detection threshold was maximally elevated at the adapting frequency, where discrimination threshold was not elevated at all. Orientation tuning was roughly similar for contrast and for discrimination threshold elevations; elevations fell by half at between 7 and 17 deg from the adapting orientation. We compared our findings with the predictions of three models of discrimination: (1) The data are inconsistent with the idea that the most strongly stimulated channels are the most important channels for discrimination. (2) With an additional assumption, the Hirsch-Hylton scaled-lattice model could account for our finding that discrimination threshold elevations are asymmetric. (3) With no additional assumptions, the idea that discrimination is determined by the relative activities of multiple overlapping spatial-frequency channels or size-tuned neurons can account for our finding that discrimination thresholds are asymmetric. We propose a physiologically based discrimination model: Asymmetrically tuned cortical cells feed a ratio-tuned neural mechanism whose properties are formally analogous to those of ratio-tuned neurons that have recently been found in cat visual cortex. The linear relation between firing frequency and contrast can explain why discrimination threshold is substantially independent of contrast.

我们发现,检测正弦波光栅可以提高空间频率识别的阈值,就像检测对比度检测一样,但识别阈值在自适应频率的两倍左右最大,检测阈值几乎没有受到影响;在适应频率处,检测阈值提高最大,而识别阈值没有提高。取向调整在对比度和辨别阈值高度上大致相似;海拔在适应方向的7到17度之间下降了一半。我们将研究结果与三种歧视模型的预测结果进行了比较:(1)数据与“最强烈刺激通道是最重要的歧视通道”的观点不一致。(2) Hirsch-Hylton尺度晶格模型可以解释我们发现的区分阈值高度是不对称的。(3)在没有额外假设的情况下,歧视是由多个重叠的空间频率通道或大小调谐神经元的相对活动决定的,这一观点可以解释我们发现的歧视阈值是不对称的。我们提出了一种基于生理学的辨别模型:不对称调节的皮层细胞为比例调节的神经机制提供养分,其性质与最近在猫视觉皮层中发现的比例调节神经元的性质类似。发射频率与对比度之间的线性关系可以解释为什么识别阈值基本上与对比度无关。
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引用次数: 99
Effects of high-contrast peripheral patterns on the detection threshold of sinusoidal targets. 高对比度外周图像对正弦目标检测阈值的影响。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001695
Y Ejima, S Takahashi

Detection thresholds of sinusoidal gratings in the simultaneous presence of high-contrast peripheral masking stimuli partially overlapping the test gratings were determined as a function of the separation between the center of the test grating and the peripheral stimulus by a two-alternative forced-choice method. The results showed that the threshold-elevating effect of simultaneously present peripheral masking stimuli depends on how much of the test grating is left unexposed. An additional experiment, in which the detection thresholds in the absence of the peripheral stimulus were determined as a function of the number of cycles of the test grating, enabled us to show that the threshold-elevating effect is somewhat higher than the effect of simply cutting the test grating down in size. The threshold-elevating effects caused by high-contrast peripheral masking stimuli can be explained in terms of a lateral inhibition and a probability summation across space, taking into account the nonuniform sensitivity across the visual field.

在高对比度的外围掩蔽刺激与测试光栅部分重叠的情况下,正弦光栅的检测阈值根据测试光栅中心与外围刺激之间的距离,通过两种选择的强制选择方法确定。结果表明,同时存在的外周掩蔽刺激的阈值提升效应取决于有多少测试光栅未暴露。在另一个实验中,在没有外围刺激的情况下,检测阈值被确定为测试光栅循环次数的函数,这使我们能够证明阈值升高的效果比简单地缩小测试光栅的尺寸的效果要高一些。高对比度外周掩蔽刺激引起的阈值升高效应可以用横向抑制和跨空间的概率求和来解释,同时考虑到整个视野的非均匀灵敏度。
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引用次数: 10
Optics of photorefraction: orthogonal and isotropic methods. 光折射光学:正交法和各向同性法。
Pub Date : 1983-12-01 DOI: 10.1364/josa.73.001701
H C Howland, O Braddick, J Atkinson, B Howland

Analysis of the optics of photorefractively computed ray tracing shows that, for short camera-to-subject distances, the function relating image size to defocus of the eye is not symmetrical for errors of focus in front of and behind the camera. This asymmetry is exploited in the new method of isotropic photorefraction, in which the supplementary cylinder lenses of the original orthogonal photorefractors are replaced by defocusing of the camera lens itself. By comparing photographs taken with the camera focused in front of and behind the subject, the sign of the eyes' defocus (myopic or hyperopic relative to the camera) can be determined. The axis of any astigmatism is readily apparent as the direction in which the photorefractive images are elongated. The method is well adapted for the refractive screening of infants and young children.

对光折射率计算光线追踪的光学分析表明,对于较短的相机到被摄体的距离,由于相机前后的聚焦误差,图像大小与眼睛离焦的函数不是对称的。这种不对称性在各向同性光折射的新方法中得到了利用,在这种方法中,原始正交光折射器的辅助圆柱体透镜被相机镜头本身的散焦所取代。通过比较相机在被摄对象前后聚焦拍摄的照片,可以确定眼睛离焦的迹象(相对于相机的近视或远视)。任何散光的轴很容易明显的方向,其中光折变图像被拉长。该方法适用于婴幼儿屈光检查。
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引用次数: 77
Light distribution on the retina of a wide-angle theoretical eye. 广角理论眼视网膜上的光分布。
Pub Date : 1983-11-01 DOI: 10.1364/josa.73.001544
A C Kooijman

In a theoretical eye with spherical and aspheric surfaces, the retinal illumination is calculated if a Ganzfeld luminance field is used. The resulting retinal light distribution is nearly homogeneous over the whole retina. The homogeneity is not much influenced by the size of the optical surfaces. The corresponding retinal area and the luminous flux entering the eye are calculated as functions of the size of the visual field. The values of the length of the light path through the crystalline lens and of the angle of incidence on the retina are described as functions of the angle in the visual field.

在具有球面和非球面的理论眼睛中,如果使用甘兹菲尔德亮度场,则计算视网膜照度。由此产生的视网膜光分布在整个视网膜上几乎均匀。均匀性受光学表面尺寸的影响不大。相应的视网膜面积和进入眼睛的光通量作为视野大小的函数来计算。通过晶状体的光路长度的值和视网膜上的入射角的值被描述为视野中角度的函数。
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引用次数: 207
期刊
Journal of the Optical Society of America
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