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Spatial Routines for a Simulated Speech-Controlled Vehicle Stefanie Tellex and Deb Roy MIT Media Lab Cognitive Machines Group February 27, 2006
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Page 1: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Spatial Routines for a Simulated

Speech-Controlled Vehicle

Stefanie Tellex and Deb Roy

MIT Media Lab Cognitive Machines Group

February 27, 2006

Page 2: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go left.”

Page 3: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go left.”

Page 4: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go left.”

Page 5: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go right.”

Page 6: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Execution Trace

“Go across the room.”

Page 7: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Execution Trace

“Go across the room.”go(across(room))

Page 8: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 9: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 10: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 11: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 12: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 13: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 14: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 15: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right
Page 16: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

RobChair NavChairStop StopGo forward ForwardGo backward Left/right (turn 30o)Rotate right/left Turn left/right (turn continuously)Hard right/left (turn 20o) Pass doorSoft right/left (turn 10o) Approach desk

Follow wall

Wheelesley Current SystemStop StopForward Go straightBack Face left/right (turn 90o)Left/right Go left/right

Turn aroundGo across the roomGo to the objectGo to the left/right of the object

Page 17: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Visual Routines

◮ Ullman’s visual routines (Shimon Ullman, Visual Routines,1983)

◮ Rao’s thesis (Satyajit Rao, Visual Routines and Attention,1998)

Page 18: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Datatypes - Grid

Page 19: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Datatypes - Mask

Page 20: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Datatypes - Paths

Page 21: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Evaluation

Page 22: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Evaluation

◮ 5 subjects

◮ 20 examples of robot’s planned path and actual path.◮ Focus of work is planned path.

◮ Chosen from uniform distribution, two radii from walls.◮ Orientation chosen from uniform distribution.

◮ Each example marked as “correct”, “incorrect”, “n/a”.

◮ Report:◮ Generous - Samples with at least one correct.◮ Stingy - Samples where most subjects marked it correct.◮ Light’s Kappa

Page 23: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Evaluation Samples - “Go left.”

Page 24: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Evaluation Samples - “Go right.”

Page 25: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Evaluation Samples - “Go across the room.”

Page 26: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right
Page 27: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Planned Path

Command % Correct Light’s KappaGenerous Stingy

Go left 90% 80% 0.12Go right 95% 70% 0.12Go across 50% 35% 0.53the room

Actual Path

Command % Correct Light’s KappaGenerous Stingy

Go left 90% 50% 0.15Go right 90% 50% 0.11Go across 45% 0% 0.09the room

Page 28: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Command Average Correct Standard Deviation

Go left. 61% 30Go right. 56% 27.25Go across 36% 7.42the room

Page 29: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go right.”

Page 30: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go across the room.”

Page 31: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go left.”

◮ The two worst samples for “Go left.”

◮ (Each had 4 incorrect, 1 n/a)

Page 32: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

“Go left.”

◮ The two second worst samples for “Go left.”

◮ (Only one subject marked each of these correct.)

Page 33: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Lessons Learned

◮ Worked well for some people some of the time.

◮ Poor interannotater agreement.

◮ Not very realistic.◮ Empty environment.◮ Top down situation view.

◮ Better methods:◮ Movies of paths. (1st or 3rd person.)◮ Richer environment.◮ Paths generated by people (By drawing or driving.)

Page 34: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Future Work

◮ Applying spatial routines to real time strategy games.

◮ Learning routines using grammar induction/Earley parser.

◮ Using routines to label object trajectories.

Page 35: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Real Time Strategy Games

Page 36: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

Future Work

◮ Applying spatial routines to real time strategy games.

◮ Learning routines using grammar induction/Earley parser.

◮ Using routines to label object trajectories.

Page 37: Spatial Routines for a Simulated Speech-Controlled Vehiclecs.brown.edu/people/stellex/publications/Tellex-Roy-HRI06-presentation.pdf · Generous Stingy Go left 90% 80% 0.12 Go right

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