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1 tti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern California Lecture 15. Saccades 1 Reading Assignments: TMB 6.2 The Modular Design of the Oculomotor System in Monkeys Peter Dominey, Michael Arbib, and Amanda Alexander Sections: Description, Architecture Supplementary Reading: Crowley-Arbib Saccade Model M. Crowley, E. Oztop, and S. Marmol

Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

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Filling in the Schemas: Neural Network Models Based on Monkey Neurophysiology Peter Dominey & Michael Arbib: Cerebral Cortex, 2: Develop hypotheses on Neural Networks that yield an equivalent functionality: mapping schemas (functions) to the cooperative cooperation of sets of brain regions (structures)

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Page 1: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

1Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

L. Itti: CS564 - Brain Theory and Artificial IntelligenceUniversity of Southern California

Lecture 15. Saccades 1

Reading Assignments: TMB 6.2The Modular Design of the Oculomotor System in Monkeys

Peter Dominey, Michael Arbib, and Amanda AlexanderSections: Description, Architecture

Supplementary Reading:Crowley-Arbib Saccade ModelM. Crowley, E. Oztop, and S. Marmol

Page 2: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

2Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

From Schemas to Neural Networks - A Case Study: Modeling the Control of Saccades

Classical Model of Reflex Saccades

Expanding the Model to Bring in

Cortical Functions

Brainstem Saccade Burst Generator

Eye Plant RETINA Superior

Colliculus

Retinotopic Mapper

Brainstem Saccade Burst Generator

Eye Plant RETINA Superior

Colliculus

Retinotopic Mapper

Target Memory Remapping

Page 3: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

PP

SC

vmsm

ms

FOn

FEF

vm

sm

vs

CD

sm

vsSNR

vsmsqv

TH

qv

LGN

VisCx

wta

Brainstem Saccade Generator

eye movement

RetinaVisInput

delay

FEFvsFEFms

FEFvsFEFms

swit

chPPctr

delay

FOn

Filling in the Schemas: Neural Network Models Based on Monkey NeurophysiologyPeter Dominey & Michael Arbib: Cerebral Cortex, 2:153-175

Develop hypotheses on Neural Networks that yield an equivalent functionality: mapping schemas (functions) to the cooperative cooperation of sets of brain regions (structures)

FEF

CAUDATESC

SNr

SG

VisCx

PPMD

Page 4: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

4Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Experimental Protocols and Simulation Interfaces

An experimental protocol defines a class of experiments based on:

Preparation used External stimuli Experimental manipulations : electrical stimulation, drug application, etc. Measurements and observations

The protocol can be translated into a simulation interface for “stimulating” a simulation and displaying the results.

Page 5: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

5Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Experiment - Double Saccade

Page 6: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

6Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Double Saccade -- Neural Array Activity Snapshot

Page 7: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

7Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Brain Stem Saccade Burst Generator

LLBN-Long Lead Burst Neurons, MLBN-Medium Lead Burst Neurons, EBN-Excitatory Burst Neurons, PN-Omni-Pause Neurons, RI-Resettable Integrator, TN-Tonic Neurons, MN-Oculomotor Neurons.

In the present Chapter/Lecture, this is treated as an unanalyzed module (available from the NSL Library) so that attention may focus on the other brain regions, which are described next.

Page 8: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

8Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Bringing in SC and FEF

SC - Superior Colliculus: The midbrain’s path from vision (and other senses) to eye movement.

FEF - Frontal Eye Field: The cortex’s path from vision to eye movement.

Data point: A cat or monkey can still make saccades if one of SC or FEF is lesioned.

Page 9: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

9Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Simple Saccade Task

time

+

Page 10: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

10Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Experimental Setup

Page 11: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

11Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Timing Diagram for Simple Saccade Experiment

"visinP3M3" is the stimulus for the first target , "fixation" is the fixation timing, "verticalTheta" is the vertical eye movement response, and "horizontalTheta" is the horizontal eye movement response. Notice that the eyes do not move until the "posteriorParietalCenter", a specific neuron in the model of LIP, goes low.

Page 12: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

12Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Memory Saccade Experiment

time

+

+

+

Page 13: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

13Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Timing Diagram for Memory Saccade Experiment

"visinM2P2" is the stimulus for the target, "fixation" is the fixation timing, "verticalTheta" is the vertical eye movement response, and "horizontalTheta" is the horizontal eye movement response

Page 14: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

14Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Double Saccade Experiment

time

+

Page 15: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

15Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Timing Diagram for the Double Saccade Experiment

"visinM3P0" is the stimulus for the first target and "visinM3P3" is the stimulus for the second target. "fixation" is the fixation timing, "verticalTheta" is the vertical eye movement response, and "horizontalTheta" is the horizontal eye movement response.

Page 16: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

16Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Timing Diagram for Lesioning of SC Experiment

Output of SC is disabled.

"visinP3M3" is the stimulus for the first target , "fixation" is the fixation timing, "verticalTheta" is the vertical eye movement response, and "horizontalTheta" is the horizontal eye movement response.

Page 17: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

17Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

FEF Stimulation with SC Lesioned

time

+

FEF Stimulation

Page 18: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

18Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

Compensatory Saccade: Stimulation of FEF with Lesioning of SC

A visual target is briefly presented and removed before a saccade can begin. Before the visual saccade can begin, an electrical stimulus is applied to the FEF. The monkey will first saccade to the stimulated location and then to the real target even though timewise the real target appeared first. This is due to the fact that the the visual signal takes time to get from the retina to the FEF.

Page 19: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

19Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1

The Full Dominey Model

DCEP-Damped Change in Eye Position7a/LIP-Oculomotor Region of Posterior Parietal Cortex

Retina,VisCxDelay(d1)

Mechanism A

7a/LIP/PP

FEF

SC

LLBN,MLBN

EBN MNTN

PN RI

Brain Stem – Saccade Burst Generator

trig

DCEP

velocity

dimension

Page 20: Laurent Itti: CS564 - Brain Theory and Artificial Intelligence. Saccades 1 1 L. Itti: CS564 - Brain Theory and Artificial Intelligence University of Southern

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