Graham N, Sutter A
Department of Psychology, Columbia University, New York, NY 10027, USA.
Vision Res. 1998 Jan;38(2):231-57. doi: 10.1016/s0042-6989(97)00154-5.
Complex (non-Fourier, second-order) channels have been proposed to explain aspects of texture-based region segregation and related perceptual tasks. Complex channels contain two stages of linear filtering with an intermediate pointwise nonlinearity. The intermediate nonlinearity is crucial. Without it, a complex channel is equivalent to a single linear filter (a simple channel). Here we asked whether the intermediate nonlinearity is piecewise-linear (an ordinary rectifier), or compressive, or expansive. We measured the perceptual segregation between element-arrangement textures where the contrast and area of the individual elements were systematically varied. For solid-square elements, the tradeoff between contrast and area was approximately linear, consistent with simple linear channels. For Gabor-patch elements, however, the tradeoff was highly nonlinear, consistent with complex channels in which the intermediate nonlinearity is expansive (with an exponent somewhat higher than 2). Also, substantial individual differences in certain details were explainable by differential intrusion from "off-frequency" complex channels. Lastly, the results reported here (in conjunction with those of other studies) suggest that the strongly compressive intensive nonlinearity previously known to act in texture segregation cannot be attributed to a compressive nonlinearity acting locally and relatively early (before the spatial-frequency and orientation-selective channels) but could result from inhibition among the channels (as in a normalization network).
复杂(非傅里叶二阶)通道已被提出用于解释基于纹理的区域分割及相关感知任务的各个方面。复杂通道包含两个线性滤波阶段,中间有逐点非线性。中间的非线性至关重要。没有它,复杂通道就等同于单个线性滤波器(简单通道)。在这里,我们探讨中间的非线性是分段线性(普通整流器)、压缩型还是扩展型。我们测量了单个元素的对比度和面积系统变化时元素排列纹理之间的感知分割。对于实心方块元素,对比度和面积之间的权衡大致呈线性,这与简单线性通道一致。然而,对于加博尔斑块元素,这种权衡是高度非线性的,这与中间非线性为扩展型(指数略高于2)的复杂通道一致。此外,某些细节上的个体差异可通过“偏离频率”复杂通道的不同干扰来解释。最后,这里报告的结果(与其他研究结果一起)表明,先前已知在纹理分割中起作用的强压缩性强度非线性不能归因于局部且相对较早(在空间频率和方向选择性通道之前)起作用的压缩非线性,而可能是通道间抑制的结果(如在归一化网络中)。