Emergent Properties of Linearity

L (xy), thus defined, has some remarkable properties, which are not built in in the derivation.  Maybe the reason lines are so important in our visual perception is that they are defined by L (xy), and L (xy) has the following important properties:

  1. L (xy) is dimensionless.

    This means:

  2. Anywhere in an ideal line, a lone black stripe of infinite length but finite width, the linearity has a magnitude of π and an argument that gives the orientation per equation (E9)

    This means that a line yields a clear, readily detected indication of its location and direction.

  3. As a line, initially ideal, is degraded by

    the orientation indication in it remains the same, and the magnitude decreases slowly.

    This means that an indistinct line yields as clear an indication as a distinct one, with a clear measure of its degree of distinctness.  A pointillist image is perceived as clearly as a solid one.

  4. Anywhere outside an ideal line, the linearity is zero.

    Since the linearities from all points of an image add, this property is essential.  It means that the perception of a line is not affected by other lines.

  5. As a line, initially ideal, is degraded as above, the contribution outside it starts to grow.

    This characteristic is as important as the previous one.  If a line is not very distinct, then maybe it is a component of some other line at a different orientation.  The line has to be rather indistinct before its contribution to the linearity outside it becomes important.

  6. If a constant value is added to the image, it makes no contribution to the linearity.

    This means that the perception of an image is not affected by meaningless changes of gain and bias in the channel that conveys the image.

These characteristics explain the remarkable succeses that linearity analysis by quadrupole convolution shows in the examples.

Back to Equation for Linearity. Forward to Methods to Evaluate Quadrupole Convolution
Up to How Quadrupole Convolution Works.