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Image Processing

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(1)

Image Processing

Human Seeing

(2)

A nice picture

(3)

Hierarchy of processing

The processing is hierarchical

the half of the fibers are exchanged in

"chiasma opticum”, so that the left side of the scene is projected to the left

hemisphere, and vice-versa

Topology preserving in early layers Strong feedback! (compare to the typical recognition pipeline )

(4)

The eye

The retina contains different types of sensors:

cones (colors, 6 million) and rodes (gray levels, 120 million)

Light must first pass through the layer of neurons before it reaches photo sensors (smoothing)

Only in the “fovea centralis” the light hits directly the photo sensors

Retina → Ganglion cells (1 million) → Optic nerve → 1 MPixel Camera ?

(5)

Perception of colors

What is light?

Spectrum, i.e. a function of the wavelength

Spectral resolution of the eye is relatively bad due to projection – only one “3D”-color at a particular location

(6)

Spatial resolution

.

(7)

Spatial resolution

.

2MP Camera, far from the screen

(8)

Spatial resolution

.

5MP Camera, close to the screen

(9)

Spatial resolution (secrets)

• The resolution is much higher In fovea centralis

• The Information is pre-processed by Ganglion cells

(Compare: 3072×2304=7MPixel, 2.4 MB RGB JPEG lossless)

• No still image, but a „Video“ (super-resolution)

• Scanning technique − Saccades

(10)

Saccades

Eyes never move uniformly, but jump in saccades

(approximately 15-100 ms duration between fixation points)

(11)

Optical illusions

(12)

Optical illusions

Referenzen

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