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2/3/17 1 1 Visual System I I. Eye, color space, adaptation II. Receptive fields and lateral inhibition III. Thalamus and primary visual cortex 2

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Page 1: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Visual System I

I. Eye, color space, adaptationII. Receptive fields and lateral inhibitionIII. Thalamus and primary visual cortex

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Page 2: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Window of the Soul

Information Flow: From Photoreceptors to the Optic Nerve

Layer 1: Photoreceptors

Output: Optic Nerve

Stimulus: Light

Layer 2: Bipolar cells

Layer 3: Ganglion cells

Page 3: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Rods are specialized todetect in dim light, and do not detect color

Types of Photoreceptors

Disks containing photopigment(light absorber)

Cones are specializedfor detecting colorand bright light

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The Distribution of Rods and Cones Differs Across the Retina

Rods-Periphery-Dim light-Black & white-Signal amplification-Much pooling(noise reduction)

Cones-Fovea-Bright light-Color-Little pooling(fine discrimination)

fovea

20 X more rods than cones

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Page 4: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Red is important!

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Page 5: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Conetuning curves

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SM

L

Color perception is based on the relative activation of the three cone types—a single cone type carries NO color information

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Page 6: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Cone color space

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Adaptation: decreasing response to a constant stimulus

Edgar Adrian “The Basis of Sensation” 1928

Firing ratecode

Page 7: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Page 8: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Page 9: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Visual System I

I. Eye, color space, adaptationII. Receptive fields and lateral inhibitionIII. Thalamus and primary visual cortex

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Page 10: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Lum

inan

ce

(rela

tive

units

)

Amount of light from the white of a newspaper viewed in direct sunlight

Amount of light from the black text of a newspaper viewed in direct sunlight

Amount of light from the white of a newspaper viewed indoors

Amount of light from the black text of a newspaper viewed indoors 19

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Page 11: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Receptive Field:An area in which stimulation leads to response of a particular sensory neuron.

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Page 12: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Antagonistic center-surroundspatial receptive fields

On-center:prefer light at center

and dark in surround

Off-center:prefer dark at center

and light in surround

2 classes of cells:

Receptive Field of Retinal Bipolar Neurons = the area of the retina that, when stimulated with light, influences

the activity of a bipolar cell

Bipolar cell

Center portion of RF

Center Surround: these cells send lateral inhibition to ourbipolar cell

Surround portion of RF(direct)

(indirect)

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Page 13: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Retinal ganglion cells also fire according to a center-surround organization

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Mach Bands

Page 14: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Lateral inhibition produces contrast enhancement“...at the expense of fidelity of representation.”

Lateral inhibition produces center-surround RFs, which produce

contrast enhancement

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Page 15: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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• Sensory responses depend on the recent history of stimulation, due to adaptation effects

• Bipolar cells integrate a neighborhood of photoreceptor responses to exhibit antagonistic center-surround receptive fields

• Retinal ganglion cells integrate bipolar responses and send action potentials into brain

• Center-surround RFs (lateral inhibition) enhance spatial contrasts

• Luminance and color information are processed in parallel by different cells

Eye Summary

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Visual System I

I. Eye, color space, adaptationII. Receptive fields and lateral inhibitionIII. Thalamus and primary visual cortex

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Page 16: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Eye to Brain

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Page 17: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Figure 10.333

Left fieldRight field

Retinal Inputs to the Right and Left LGN

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Page 18: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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“Geniculate” means bent like a knee

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Figure 10.4b

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Page 19: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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The striate cortex (V1) contains a retinotopic map

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Spatial Receptive FieldsSpatial receptive field = region of visual field to which a cell responds

Cell in V1

Receptive field of this V1 cell is to the left of where the eyes are looking(Green = locations where

light would causecell to be excited

Red = locations wherelight would cause cell to be inhibited)

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Page 20: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Shapes of Spatial Receptive Fields From the Eye to Primary Visual Cortex

Flow of information: Photoreceptors

Bipolar cells

Ganglion Cells

LGN Cells

V1 Cells

+

+--

--

-

-

+--

--

-

-

+

+--

--

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Tuning Curves in the Primary Visual Cortex

Many neurons:

orientation angle in degrees-180 1800

60

rate

(Hz)

0

orientation (deg)

aver

age

firin

g ra

te (H

z)

Single neuron:

Page 21: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Receptivefields of LGN cells

V1 cell that responds best to a bar oriented at 450

LGN cells

Simple Feedforward Network: How V1 Receptive Fields are Formed from LGN RF’s

Receptivefields of LGN cells

V1 cell that responds best to a bar oriented at 450

LGN cells

Simple Feedforward Network: How V1 Receptive Fields are Formed from LGN RF’s

Hubel & Wiesel, 1962

Page 22: Visual System I - Wellesley Collegecs.wellesley.edu/~cs125/slides/Class4_Vision1.pdf · Class4_Vision1 Author: Ellen Hildreth Created Date: 2/3/2017 4:10:14 PM

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Conclusions• Receptive fields and tuning curves

characterize the response properties of sensory neurons

• Visual neurons are arranged in retinotopic “maps”

• Different sensory features are processed in parallel in different brain areas

• More complex and specific features-sensitivities are constructed from lower-level features (hierarchy)

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