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Binding problems and feature integration theory

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Page 1: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Binding problems and feature integration theory

Page 2: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Feature detectors

• Neurons that fire to specific features of a stimulus

• Pathway away from retina shows neurons that fire to more complex stimuli

• Cells that are feature detectors:– Simple cortical cell– Complex cortical cell– End-stopped cortical cell

Page 3: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Single cell recording of neurons in the temporal lobe

An electrode is inserted in this area, and measure neural responses when stimuli are changed gradually

Page 4: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows
Page 5: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Neurons in this area respond to complex stimuli like those shown on the left.

Page 6: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Selective adaptation

Page 7: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows
Page 8: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Selective adaptation to size

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Page 14: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows
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Figure 3.30 How neurons that respond best to narrow (N), medium (M), and wide (W) bars respond to the medium-bar grating on the right of Figure 3.28. (a-b): Response before adaptation. (c) Response after adaptation to the wide-bar grating at the top left. (d) Response after adaptation to the narrow-bar grating on the bottom left.

Page 18: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

After Image

Page 19: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows
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After images:

Red Green

Green Red

Blue Yellow

Yellow Blue

R G B Y

Color perception

Page 22: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

R G B Yadaptation

adaptation

After image After image

Page 23: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Binding problem

Page 24: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Two visual pathways (what & where/how systems)

Image from Neuroscience, 2nd Ed. (2000).

Page 25: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Columnar organization

• Neurons that respond to the same orientation are packed in the same column

Image courtesy of Dr. Paul Wellman and Neuroscience, 2nd Ed. (2000).

Page 26: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Distributed coding; then what do you need?

Combining input

Page 27: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

• Feature integration theory by Treisman & Gelade– Attention plays a central role in solving the

binding problem.– Attention helps organize information.

Page 28: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Attention and Figure-ground segregation

Depending on where you look at, the figure and the ground switch rapidly.

Attention plays some role in determining the figure and the ground.

Page 29: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Attention and 3D structure

Depending on where to look at, you get different 3D structures.

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Damage to the parietal lobe creates binding errors.

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Copies of the black (A) and

the white (B) vertical contour.

Copies of the black (A) and

the white (B) diagonal contour.

Page 37: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Copies of the left sub-figure (A)

The right subfigure (B)

And the central sub-figure (C)

Page 38: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Feature integration theory

• Attention is the “glue” that combines the information from the what and where systems.

Page 39: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

What can you predict from this theory?

• If you can’t attend, you can’t combine information.

Illusionary conjunction

Page 40: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Demonstration• I will show you a scene quickly.

• Report first the black numbers.

• Report what you see at each of the 4 locations.

+++

Mask

Page 41: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows
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+++++

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• Report first the black numbers.

• Report what you saw at each of the 4 locations.

Page 46: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Illusionary conjunctions

• We tend to put different features from different objects together.

• Some brain damaged patients (parietal lobe) show illusionary conjunctions even when the patients were allowed to view the stimuli for 10 seconds.

Page 47: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Visual search experiments

• Feature search– This is easy because you

find the target by looking for a single feature.

you don’t need attention

• Conjunction search– For this you need to combine

two or more features (color and orientation)

you need attention

• Looking for the target

Page 48: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

• Conjunction search– For this you need to

combine two or more features (color and orientation)

you need attention

– Because you can attend an item one at a time, the difficulty in the conjunction search increases proportional to the number of items in the stimulus frame.

– This is not the case in the feature search.

Page 49: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Find Which is more difficult?

Page 50: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Find Which is more difficult?

Page 51: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Feature binding and attention (Treisman, 1988)

Experiments:Task

Given a stimulus frame containing visual items, subjects were asked to indicate whether or not a target item was present in the frame.

Page 52: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Target:

Page 53: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Target:

Page 54: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Target:

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Target:

Page 56: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Feature search vs. conjunction search

• Feature search– The target item has a unique feature.

• Conjunction search– You need to combine features to find the target.– You need attention.– Because you can attend only one item at a time,

the conjunction search becomes more difficult when more items are in the stimulus frame.

Page 57: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Generality of the results:

Feature search Conjunction search

Page 58: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Experiments:

• Measure accuracy and response times (conjunction cases vs. non-conjunction cases)

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Response time

# of distractors

1000 ms

500ms

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Response time

# of distractors

1000 ms

500ms

Page 62: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

The physiology of attention

• How do you combine features?

• Synchrony hypothesis• When neurons in different parts of the cortex are

firing to the same object, the pattern of firing is synchronized (they fire at the same time, and in the same manner).

• So when neurons are firing in synchrony, the corresponding features are bound together.

Page 63: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

• Separate neurons respond to color (green, blue, white), contours (orientations), textures, so on.

• Synchrony hypothesis: – When the features come from

the same object (i.e., the woman), these neurons fire at the same time in the same manner.

– When the neurons fire at the same time and in the same manner, we perceive “binding” of features.

• Attention is likely to increase synchrony

Page 64: Binding problems and feature integration theory. Feature detectors Neurons that fire to specific features of a stimulus Pathway away from retina shows

Attention

• Selecting information

• Enhancing information

• Combining information