da Fonseca María, Samengo Inés
Instituto Balseiro and Centro Atómico Bariloche, 8400 San Carlos de Bariloche, Argentina
Neural Comput. 2016 Dec;28(12):2628-2655. doi: 10.1162/NECO_a_00903. Epub 2016 Oct 20.
The accuracy with which humans detect chromatic differences varies throughout color space. For example, we are far more precise when discriminating two similar orange stimuli than two similar green stimuli. In order for two colors to be perceived as different, the neurons representing chromatic information must respond differently, and the difference must be larger than the trial-to-trial variability of the response to each separate color. Photoreceptors constitute the first stage in the processing of color information; many more stages are required before humans can consciously report whether two stimuli are perceived as chromatically distinguishable. Therefore, although photoreceptor absorption curves are expected to influence the accuracy of conscious discriminability, there is no reason to believe that they should suffice to explain it. Here we develop information-theoretical tools based on the Fisher metric that demonstrate that photoreceptor absorption properties explain about 87% of the variance of human color discrimination ability, as tested by previous behavioral experiments. In the context of this theory, the bottleneck in chromatic information processing is determined by photoreceptor absorption characteristics. Subsequent encoding stages modify only marginally the chromatic discriminability at the photoreceptor level.
人类检测色差的准确度在整个颜色空间中各不相同。例如,在区分两个相似的橙色刺激物时,我们比区分两个相似的绿色刺激物要精确得多。为了使两种颜色被感知为不同,代表颜色信息的神经元必须做出不同的反应,而且这种差异必须大于对每种单独颜色反应的逐次试验变异性。光感受器构成了颜色信息处理的第一阶段;在人类能够有意识地报告两种刺激物是否在颜色上可区分之前,还需要更多阶段。因此,尽管预计光感受器吸收曲线会影响有意识可区分性的准确性,但没有理由相信它们足以解释这一点。在这里,我们基于费希尔度量开发了信息理论工具,这些工具表明,如先前行为实验所测试的,光感受器吸收特性解释了人类颜色辨别能力约87%的方差。在该理论背景下,颜色信息处理的瓶颈由光感受器吸收特性决定。后续的编码阶段仅对光感受器水平的颜色可区分性进行了微小的修改。