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Recognition and Perception of Images


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cortex is described on the basis of bottom-up processes (Figure 1.2.15). The internal test squares with the same brightness form a contrast to the gradient ground (Figure 1.2.15, from the left). Moreover, the contrast effect is remained on the ground of sole-colored vertical stripes (Figure 1.2.15, from the right).

      The perception of brightness is offered to be analyzed according to two philosophical tendencies: idealistic and materialistic approaches. The theory of contrast is based on the lateral inhibition similar to the principal dialectic laws: contradictions unity, interrelation, transition from quantity to quality, negation of the negation. Some recent researches of the experimental psychophysics and application of mathematical methods of modeling are based on that. To ensure the adequacy of such models it’s necessary to apply the quantitative representation of complex psychical processes on the basis of dialectic law of interaction between the part and the whole.

      In the process of perception of visual information contours play a significant role. Using contours, we recognize the shapes, edges, and borders of surrounding objects. To study the neural mechanisms of perception of the contours, you can use the visual system of the horseshoe crab. The eye of the horseshoe crab is structurally complex and consists of about 1,000 receptors (ommatidia). Each receptor has its own neuron and optic nerve, which responds to the light signal independently of the adjacent receptors. They are not related to each other; stimulation of one receptor is not transmitted to the next. However, at a higher neuronal level, adjacent receptors are connected by lateral nerve fibers, while simultaneous stimulation of neighboring receptors results in the summation of their activity.

Schematic illustration of brightness assimilation.

      Illumination of one receptor reduces the sensitivity of its neighboring receptors, and lateral inhibition occurs. When simultaneously illuminated, each receptor responds less actively than in the case of individual stimulation. Similarly, the ganglion cells of the human retina function in a human; they have complex interrelationships and are not individually excited. Neural connections using lateral braking affect the activity of each other, thereby ensuring a clear perception of edges and boundaries.

      1.2.6 Mach Bands, Hermann’s Grid

       Spatial frequencies

Schematic illustration of Mach bands. Schematic illustration of Hermann’s grid. Schematic illustration of Complementary grid of Hermann.

      1.2.7 Light Contrast