1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1...

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1 Robotics and Biology Laboratory – Department of Computer Science obotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st , 2007 New England Manipulation Symposium Extracting Planar Kinematic Models Using Interactive Perception
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Transcript of 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1...

Page 1: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

1Robotics and Biology Laboratory – Department of Computer ScienceRobotics and Biology Laboratory – Department of Computer Science

Dov Katz

Oliver Brock

June 1st, 2007

New England Manipulation Symposium

Extracting Planar Kinematic Models Using Interactive Perception

Page 2: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

2Robotics and Biology Laboratory – Department of Computer Science

Simulation vs. Reality

Page 3: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

3Robotics and Biology Laboratory – Department of Computer Science

René Magritte: Treachery of Images (1929)

Page 4: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

4Robotics and Biology Laboratory – Department of Computer Science

Interactive Perception

Page 5: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

5Robotics and Biology Laboratory – Department of Computer Science

Image SegmentationFitzpatrick & Metta

2004 Tool AffordancesStoytchev

2005

Laws of MotionChristiansens,

Mason, Mitchell1991

Related Work: Perception Through Action

Page 6: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

6Robotics and Biology Laboratory – Department of Computer Science

Can Interaction Help Perception?

Page 7: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

7Robotics and Biology Laboratory – Department of Computer Science

Objects with Inherent Degrees of Freedom

Page 8: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

8Robotics and Biology Laboratory – Department of Computer Science

Ingredients

Feature Tracking (Computer Vision)

Pushing Motion (Robotics)

Graph Algorithm

Page 9: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

9Robotics and Biology Laboratory – Department of Computer Science

Basic Idea

Page 10: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

10Robotics and Biology Laboratory – Department of Computer Science

Approximately Unchanged Distances

Page 11: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

11Robotics and Biology Laboratory – Department of Computer Science

Clusters of the Graph

Page 12: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

12Robotics and Biology Laboratory – Department of Computer Science

Highly Connected Subgraphs (HCS)

Hartuv & Shamir (1999)

Page 13: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

13Robotics and Biology Laboratory – Department of Computer Science

Kinematic Model

Page 14: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

14Robotics and Biology Laboratory – Department of Computer Science

UMan – UMass Mobile Manipulator

Page 15: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

15Robotics and Biology Laboratory – Department of Computer Science

Tools

Page 16: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

16Robotics and Biology Laboratory – Department of Computer Science

Perception of Kinematic Model

Page 17: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

17Robotics and Biology Laboratory – Department of Computer Science

Tool Use Based on Kinematic Model

Page 18: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

18Robotics and Biology Laboratory – Department of Computer Science

Degrees of Freedom

Page 19: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

19Robotics and Biology Laboratory – Department of Computer Science

Tool Use

Page 20: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

20Robotics and Biology Laboratory – Department of Computer Science

Result

Page 21: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

21Robotics and Biology Laboratory – Department of Computer Science

Multi-Link Objects

Page 22: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

22Robotics and Biology Laboratory – Department of Computer Science

Future Work: Planar Kinematic Models

Page 23: 1 Robotics and Biology Laboratory – Department of Computer Science Dov Katz Oliver Brock June 1 st, 2007 New England Manipulation Symposium Extracting.

23Robotics and Biology Laboratory – Department of Computer Science

Interactive Perception