Top Banner
Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University of Southern California Presented at the Society for Neuroscience Conference November 6, 2007
57

Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Dec 19, 2015

Download

Documents

Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Evidence for Relative Position Coding in the Posterior Fusiform

GyrusMark D. Lescroart, Kenneth Hayworth, Irving Biederman

Neuroscience ProgramUniversity of Southern California

Presented at the Society for Neuroscience ConferenceNovember 6, 2007

Page 2: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Relations are easy and fast

“This Way” by Robert Hague

“This Way” by Robert Hague

Page 3: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Intro Shape Demo

Page 4: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Unlabeled Feature Hierarchy

……

V1V1 Anterior Infero-temporal Cortex / Anterior Infero-temporal Cortex / Posterior Fusiform GyrusPosterior Fusiform Gyrus

Ventral stream hierarchyVentral stream hierarchy

Page 5: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

New Object

S1

S2

Identical

Translated

Relation

Translated + Relation

or... or… or…

Trial Types:Experiment 1

Page 6: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

First Trial Demo3.3˚

3.3˚

Original airplane position

(200 ms S1)(200 ms S2)(500 ms ISI)

~5˚ of Visual Angle

Page 7: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Possible S1 ArrangementsEight possible starting (S1) arrangements:

Page 8: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example Trial - Trans+Rel

Translation + Relation Translation + Relation Change TrialChange Trial

4.6˚

Original airplane position

Page 9: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example Trial - Ident

Baseline: Baseline: Identical TrialIdentical Trial

Page 10: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example Trial - New Object

Task: Detect Task: Detect New Object TrialNew Object Trial

Page 11: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Relation (swap)Relation (swap)

Participation1 - Trans

1

Page 12: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Relation (swap)Relation (swap)

Participation2 - Ident

2

Page 13: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Relation (swap)Relation (swap)

Participation3 - Trans

3

Page 14: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Participation4 - NewObj

4

Page 15: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Relation (swap)Relation (swap)

Participation5 - Rel

5

Page 16: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

New Object

S1

S2

Identical

Translated

Relation

Translated + Relation

or... or… or…

Trial Types:Experiment 1

Page 17: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

(S1)

Predictions of various models:Predictions of various models:

Large receptive fields, Large receptive fields, unlabeled feature list unlabeled feature list (e.g. the MIT (e.g. the MIT “Standard Model”)“Standard Model”) 0

0.1

0.2

0.3

0.4

0.5

0.6

0

0.1

0.2

0.3

0.4

0.5

0.6

0

0.1

0.2

0.3

0.4

0.5

0.6

(Cha

nge

in R

epre

sent

atio

n)

Identical Translated Relation New Object

Translated + Relation

Page 18: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

(S1)

Predictions of various models:Predictions of various models:

Large receptive fields, Large receptive fields, unlabeled feature list unlabeled feature list (e.g. the MIT (e.g. the MIT “Standard Model”)“Standard Model”) 0

0.1

0.2

0.3

0.4

0.5

0.6

0

0.1

0.2

0.3

0.4

0.5

0.6

Smaller, Smaller, retinotopically-specific retinotopically-specific receptive fields receptive fields

0

0.1

0.2

0.3

0.4

0.5

0.6

(Cha

nge

in R

epre

sent

atio

n)

Identical Translated Relation New Object

Translated + Relation

Page 19: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

(S1)

Predictions of various models:Predictions of various models:

Large receptive fields, Large receptive fields, unlabeled feature list unlabeled feature list (e.g. the MIT (e.g. the MIT “Standard Model”)“Standard Model”) 0

0.1

0.2

0.3

0.4

0.5

0.6

0

0.1

0.2

0.3

0.4

0.5

0.6

Smaller, Smaller, retinotopically-specific retinotopically-specific receptive fields receptive fields

0

0.1

0.2

0.3

0.4

0.5

0.6

(Cha

nge

in R

epre

sent

atio

n)

Explicitly encoded Explicitly encoded relations / labeled relations / labeled feature listfeature list

Identical Translated Relation New Object

Translated + Relation

Page 20: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Behavorial Responses

0

2

4

6

8

10

12

14

16

Identical Translation Relation Trans +Relation

New Object

% Error Rate

Behavioral Results: Experiment 1

false alarms misses

Page 21: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Region of Interest: BilateralRegion of Interest: BilateralPosterior Fusiform GyrusPosterior Fusiform Gyrus

Defined by a Defined by a

standard localizer:standard localizer: -- ==

We took the most significant voxels (PWe took the most significant voxels (Pbonfbonf<.01) in the most <.01) in the most

anterior portion of the posterior fusiform gyrusanterior portion of the posterior fusiform gyrus

Page 22: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

MRI Results: Experiment 1

Posterior Fusiform

Gyrus

Page 23: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

MRI Results: Experiment 1

% Release over Identical Condition (pFs)

0

10

20

30

40

50

60

70

80

90

Translate Relation Trans +Relation

New Object

% Release

Relation > Translate p<.03Trans+ Relation > Translated p<.01Trans+ Relation > Retinotopic Prediction p<.01Relation > Trans+ Relation n.s.

Posterior Fusiform

Gyrus

* *

Page 24: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example T1 trial (in 45 degrees reference frame)

Other Changes: Other Changes:

o Shortened stimulus duration (100 ms)Shortened stimulus duration (100 ms)

o White-on-black line drawing instead of grayscale imagesWhite-on-black line drawing instead of grayscale images

Page 25: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

T2

T1

T2+R

T1+R

A New Object trial can be any of these rearrangements with one of the objects changed.

Trial Types: Experiment 2 Ident

Page 26: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Prediction from Cortical Prediction from Cortical Magnification:Magnification:

Foveal over-Foveal over-representation representation (Cortical (Cortical Magnification)Magnification)

0

0.1

0.2

0.3

0.4

0.5

0.6

Explicitly encoded Explicitly encoded relations / labeled relations / labeled feature listfeature list

(S1) Identical T1 T2 T1+R T2+R

0

0.1

0.2

0.3

0.4

0.5

0.6

(Cha

nge

in R

epre

sent

atio

n)

Page 27: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

MRI Results: Experiment 2

T1 + Relation > T1 p<.01T2 + Relation > T2 p<.01T1 + Relation > T2 + Relation n.s.Note: Trend of T1 > T2 and T1+R > T2+R is close to significant

**

Posterior Fusiform

Gyrus

Page 28: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Inter-object

Scene outline

low spatial frequency

global shape

Could relations be explained by global or inter-object features?

Page 29: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Ident+GFTrans+GFRelT+RNewObj

One of above trial types where one object changes identity

S1 S2

Page 30: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

S1

S2

Identical + ΔGF

Translated + ΔGF

Relation

Translated + Relation

Trial TypesTrial Types:Experiment 3

Page 31: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

HMAX BOLD Release Predictions

0

0.01

0.02

0.03

0.04

0.05

0.06

Ident+GF Trans+GF Rel Trans+Rel New Object

C2 correlation

Standard Model Predictions

HMAX BOLD Release Predictions(Without Backgrounds)

0

0.001

0.002

0.003

0.004

0.005

0.006

0.007

Ident Trans Rel Trans+Rel New Object

C2 correlation

• C2 Correlation taken as a measure of similarity of representation

• The model comes close to predicting the initial results (though the translation condition is probably too high)

Page 32: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

HMAX BOLD Release Predictions

0

0.01

0.02

0.03

0.04

0.05

0.06

Ident+GF Trans+GF Rel Trans+Rel New Object

C2 correlation

Standard Model Predictions

HMAX BOLD Release Predictions(Without Backgrounds)

0

0.001

0.002

0.003

0.004

0.005

0.006

0.007

Ident Trans Rel Trans+Rel New Object

C2 correlation

HMAX BOLD Release Predictions(With Backgrounds)

0

0.01

0.02

0.03

0.04

0.05

0.06

0.07

Ident+GF Trans+GF Rel Trans+Rel New Object

C2 correlation

• C2 Correlation taken as a measure of similarity of representation

• The model comes close to predicting the initial results (though the translation condition is probably too high)

• But with the addition of the texture backgrounds, the OPPOSITE effect is predicted. Thus if global features are driving the BOLD response, the changes in Experiment 3 ought to drastically change the results

Page 33: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

BOLD Response in pFs (N=6)

0.2

0.25

0.3

0.35

0.4

0.45

Identical+GF Translate+GF Relation Trans +Relation

New Object

%BOLD

Relation > Translate+GF p<.01Trans+ Relation > Translate+GF p=.01Relation > Trans+ Relation n.s.

MRI Results: Experiment 3

* *

Posterior Fusiform

Gyrus

Page 34: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

(S1)

Predictions of various models:Predictions of various models:

Large receptive fields, Large receptive fields, unlabeled feature list unlabeled feature list (e.g. the MIT (e.g. the MIT “Standard Model”)“Standard Model”) 0

0.1

0.2

0.3

0.4

0.5

0.6

0

0.1

0.2

0.3

0.4

0.5

0.6

Smaller, Smaller, retinotopically-specific retinotopically-specific receptive fields receptive fields

0

0.1

0.2

0.3

0.4

0.5

0.6

Explicitly encoded Explicitly encoded relations / labeled relations / labeled feature listfeature list

Identical Translated Relation New Object

Translated + Relation

(Cha

nge

in R

epre

sent

atio

n)

Page 35: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Conclusions• Relative position changes have more of

an effect on the neural representation in the posterior fusiform gyrus than absolute position changes

• This effect can not be explained by eccentricity, eye movements, or global features

Page 36: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

AcknowledgementsCo-AuthorsCo-Authors::

Ken HayworthKen Hayworth

Dr. Irving BiedermanDr. Irving Biederman

Special Thanks to: Special Thanks to:

Dr. Xiaomin YueDr. Xiaomin Yue

Jiye KimJiye Kim

Xiaokun XuXiaokun Xu

Dave BergDave Berg

Funded byFunded by::

NSF Grants BCS NSF Grants BCS

04-20794, 05-31177, 04-20794, 05-31177,

and 06-17699 to I.B.and 06-17699 to I.B.

Page 37: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Page 38: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Extra Slides

Page 39: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Low-frequency / Low-frequency / global shape global shape featuresfeatures

Inter-Inter-object object featuresfeatures

(nothing)

Scene Scene outlineoutline(nothing)

Could global features explain the greater Could global features explain the greater release from adaptation in the relation- release from adaptation in the relation-

change conditions?change conditions?

(nothing)

Page 40: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Experiment 3: Adding Global Experiment 3: Adding Global Feature ChangesFeature Changes

Page 41: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Measuring Similarity of Representation in the Brain

Response to two different stimuli, presented close together in time

Response to two of the same stimuli, presented close together in time

Page 42: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

(S1)

Predictions of various models:Predictions of various models:

Attention Shifts: Attention Shifts: Saliency drivenSaliency driven

0

0.1

0.2

0.3

0.4

0.5

0.6

0

0.1

0.2

0.3

0.4

0.5

0.6

Attention Shifts: Attention Shifts: Position order drivenPosition order driven

0

0.1

0.2

0.3

0.4

0.5

0.6

(Cha

nge

in R

epre

sent

atio

n)Explicitly encoded Explicitly encoded relations / labeled relations / labeled

feature listfeature list

Identical Translated Relation New Object

Translated + Relation

(A-B-B-A)(A-B-B-A)(A-B-A-B)(A-B-A-B)

(A-B-A-B)(A-B-A-B) (A-B-A-B)(A-B-A-B)

Page 43: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Subject presses key when ready to start trial

33ms scene presentation

100ms mask

Variable blank delay (0ms to 133ms)

Subject writes down the names of both objects and their relative spatial relation

Fast Two-Object Naming Experiment

Page 44: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Fast Naming Results

Stimulus33ms

Mask100ms

SOA

Behavioral ResultsS1 = 33ms, Effective Mask =

0102030405060708090

100

33 67 100 133 167

SOA (ms)

% correct

Two object (both correct)

(Chance)

Page 45: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

d primes

00.5

11.5

22.5

33.5

44.5

5

Identical Translation Relation Trans+Relation

d Prime

Behavioral Results: Experiment 1

Page 46: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Behavioral Results: Experiment 2

Error Rates

0.000

0.050

0.100

0.150

0.200

0.250

Ident T1 T2 T1+R T2+R NO

Ident

T1

T2

T1+R

T2+R

NO

Page 47: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Behavioral Results: Experiment 2

d prime

0.00

0.50

1.00

1.50

2.00

2.50

3.00

3.50

4.00

Ident T1 T2 T1+R T2+R

condition

d prime

Ident

T1

T2

T1+R

T2+R

Page 48: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Behavorial Responses (N=6)

0

5

10

15

20

25

30

Identical+GF Translation+GF Relation Trans + Relation New Object

% Error Rate

Behavioral Results: Experiment 3

Page 49: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Behavioral Results: Experiment 3

d primes (N=6)

0.00

0.50

1.00

1.50

2.00

2.50

3.00

3.50

Identical+GF Translation+GF Relation Trans+Relation

d Prime

Page 50: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

MRI Results: Experiment 2

Page 51: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

MRI Results: Experiment 3

Page 52: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Stimulus Parameters

2.1 ˚

3.3˚

2.3˚

2.3˚

3.3˚S1Pos

S1Pos

4.6˚

Page 53: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example T1 trial (in 0 degrees reference frame)Example T1 trial (in 0 degrees reference frame)

Page 54: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example T2 trial (in 0 degrees reference frame)Example T2 trial (in 0 degrees reference frame)

Page 55: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example T2 trial (in 90 degrees reference frame)Example T2 trial (in 90 degrees reference frame)

Page 56: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example T1 trial (in 90 degrees reference frame)Example T1 trial (in 90 degrees reference frame)

Page 57: Evidence for Relative Position Coding in the Posterior Fusiform Gyrus Mark D. Lescroart, Kenneth Hayworth, Irving Biederman Neuroscience Program University.

Example T2 trial (in 45 degrees reference frame)