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Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter 鄒鄒鄒 Date 08/31/09

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Page 1: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured

Road

Reporter:鄒嘉恆Date: 08/31/09

Page 2: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Introduction

• Design a vision-based motion planning system for desert terrain.

• The motion planning is based on a vision vector space(V2-space).

• Motivated by the DARPA Grand Challenge.

Page 3: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Outline

• V2-space• Algorithm– V2-Space construction– Motion planning in V2-space

• Experimental results• Conclusion

Page 4: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

V2-space

• Pin-hole model:• Video frame F is a matrix of RGB values:

Page 5: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:V2-space construction

Page 6: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:V2-space construction

• Color correction:

Page 7: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:V2-space construction

• Surface verification:

• Obstacles detection:

Page 8: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:V2-space construction

• Direction extraction:

Page 9: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:Motion planning in V2-

space• A point robot with no time delay:

Page 10: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:Motion planning in V2-

space• Choose the velocity profile vp(t)• The motorcycle cannot run too fast for a given

trajectory radius R.

Page 11: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:Motion planning in V2-space

• Incorporating GPS information:

Page 12: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:Vehicle size and processing delay• Vehicle size

Page 13: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm:Vehicle size and processing

delay• Image processing delay:

Page 14: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Algorithm overview

Page 15: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Experimental results

• From video clip:

Page 16: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Experimental results

• From video clip:

Page 17: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Experimental results

• From video clip:

Page 18: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Experimental results

• Filed tests:

Page 19: Vision-based Motion Planning for an Autonomous Motorcycle on Ill-Structured Road Reporter :鄒嘉恆 Date : 08/31/09

Conclusions

• Propose V2-space, a new framework that represent road feature and allows fast construction and motion planning.

• In the future, they will consider incorporating V2-space in a stereo vision system.