Daugman J G
Vision Res. 1984;24(9):891-910. doi: 10.1016/0042-6989(84)90065-8.
Properties of human spatial visual channels were studied in two-dimensional form by a signal detection masking paradigm. Tuning surfaces of contrast threshold elevation induced by a sinusoidal mask were generated for four Subjects, interpolated from an 11 X 11 Cartesian grid over the Fourier plane, and numerically Fourier transformed in two dimensions to infer putative filter profiles in the 2D space domain. Among the main findings in the 2D frequency domain were: (1) Threshold elevation surfaces are highly polar nonseparable--they cannot be described as the product of a spatial frequency tuning curve times an orientation tuning curve. (2) Iso-half-amplitude contours of the spectral tuning surfaces have a length/width elongation ratio of about 2:1. (3) Necessarily, resolution for spatial frequency and for orientation are in fundamental competition with 2D spatial resolution. By calculating the occupied area of the inferred filters both in the 2D space domain and in the 2D frequency domain, it was estimated that these mechanisms approach within a factor of 2.5 of the theoretical limit of joint resolution in the two 2D domains that can be derived by 2D generalization of Gabor's famous Theory of Communication (1946). Other classes of 2D filters, such as an ideal 2D bandpass filter, have joint 2D entropies which are suboptimal by a factor of 13 or more. Subject to the inherent constraints on inference from these 2D masking experiments, the evidence suggests that 2D spatial frequency channels can be described as elongated 2D spatial wave-packets which crudely resemble optimal forms for joint information resolution in the 2D spatial and 2D frequency domains.
通过信号检测掩蔽范式以二维形式研究了人类空间视觉通道的特性。为四名受试者生成了由正弦掩蔽诱导的对比度阈值升高的调谐表面,该表面从傅里叶平面上的11×11笛卡尔网格进行插值,并在二维上进行数值傅里叶变换,以推断二维空间域中的假定滤波器轮廓。二维频域中的主要发现包括:(1)阈值升高表面是高度极性不可分离的——它们不能被描述为空间频率调谐曲线乘以方向调谐曲线的乘积。(2)光谱调谐表面的等半幅度轮廓的长宽伸长比约为2:1。(3)必然地,空间频率和方向的分辨率与二维空间分辨率存在根本竞争。通过计算推断滤波器在二维空间域和二维频域中的占用面积,估计这些机制接近由Gabor著名的通信理论(1946年)的二维推广所推导的两个二维域中联合分辨率理论极限的2.5倍。其他类别的二维滤波器,如理想的二维带通滤波器,其联合二维熵次优达13倍或更多。受这些二维掩蔽实验推断的固有约束,证据表明二维空间频率通道可被描述为细长的二维空间波包,粗略类似于二维空间域和二维频域中联合信息分辨率的最优形式。