senior thesis conference

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Senior Thesis Conference March 27, 2009 Mentors: Prof. Rama Chellappa Prof. Cha-Min Tang Consultants: Aswin Sankaranarayanan Pavan Turaga Librarian s: Bob Kackley Dan Newsome Discussants: Prof. David Jacobs Dr. Ashok Veeraraghavan Prof. Larry Davis Prof. Ankur Srivastava Mr. Bobby Bobo Team Vision: Steve Caperna, Christopher Cheng, Junghee Cho, Victoria Fan, Avishkar Luthra, Brendan O’Leary, Jansen Sheng, Lee Stearns, Andrew Sun, Roni Tessler, Paul Wong, and Jimmy Yeh

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Senior Thesis Conference. March 27, 2009. Team Vision: Steve Caperna , Christopher Cheng, Junghee Cho, Victoria Fan, Avishkar Luthra , Brendan O’Leary, Jansen Sheng , Lee Stearns, Andrew Sun, Roni Tessler , Paul Wong, and Jimmy Yeh. Mentors: Prof. Rama Chellappa - PowerPoint PPT Presentation

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Page 1: Senior Thesis Conference

Senior Thesis ConferenceMarch 27, 2009

Mentors: Prof. Rama Chellappa Prof. Cha-Min Tang

Consultants: Aswin SankaranarayananPavan Turaga

Librarians:Bob KackleyDan Newsome

Discussants: Prof. David JacobsDr. Ashok VeeraraghavanProf. Larry DavisProf. Ankur SrivastavaMr. Bobby Bobo

Team Vision: Steve Caperna, Christopher Cheng, Junghee Cho, Victoria Fan, Avishkar Luthra, Brendan O’Leary, Jansen Sheng, Lee Stearns, Andrew Sun, Roni Tessler, Paul Wong, and Jimmy Yeh

Page 2: Senior Thesis Conference

Research Question

How can technology address the needs of the visually impaired?

Page 3: Senior Thesis Conference
Page 4: Senior Thesis Conference

The White Cane Other Commercial Navigation Solutions

Page 5: Senior Thesis Conference

Subjects

Subject Data

– Adaptive Technology Lab at the University of Maryland and the Columbia Lighthouse for the Blind in Riverdale, Maryland

– 24-61 years old– High level of interest in our project – Stressed the importance of having options to navigate more

independently – To be a helpful navigational aid it must be unobtrusive and highly

functional– Focus on Indoor Object Detection and Outdoor Navigation

Page 6: Senior Thesis Conference

Object Identification and Location System

Computer Vision

Algorithm

Speech Output

Push-to-TalkVoice Input

Camera

Audio Feedback

ImageDatabase

User Interface

Page 7: Senior Thesis Conference

Objects and Landmarks to Identify

Page 8: Senior Thesis Conference

An Early Test of Our Vision Algorithm

Page 9: Senior Thesis Conference

The SIFT Computer Vision Algorithm

CameraFeed SIFT BBF RANSAC 3D

TransformObject

Location

1 2 3 4 5 6

Page 10: Senior Thesis Conference

The Discrete Speech Interface

Page 11: Senior Thesis Conference

The Continuous Beacon Interface

Page 12: Senior Thesis Conference

Sign Experiment Setup 3D Object Experiment Setup

Page 13: Senior Thesis Conference

Locating a Restroom Sign

Page 14: Senior Thesis Conference

Locating a Cane

Page 15: Senior Thesis Conference
Page 16: Senior Thesis Conference

Initial Results:

Discrete Mode:

Average Location Time: 16 sec

Continuous Mode:

Average Location Time: 12 sec

With Consistent Tracking: 5 sec

Page 17: Senior Thesis Conference

Door Experiment

Page 18: Senior Thesis Conference

CameraFeed SIFT BBF RANSAC 3D

TransformObject

Location

1 2 3 4 5 6

Page 19: Senior Thesis Conference

Computer Vision

Algorithm

Speech Output

Push-to-TalkVoice Input

Camera

Audio Feedback

ImageDatabase

User Interface

System Diagram

Page 20: Senior Thesis Conference

GPSAlgorithm

Computer Vision

Algorithm

GPS ReceiverInertial Navigation Unit

Speech Output

Push-to-TalkVoice Input

Camera

Audio Feedback

Graph

ImageDatabase

User Interface

System Diagram

Page 21: Senior Thesis Conference

GPSAlgorithm

Computer Vision

Algorithm

GPS ReceiverInertial Navigation Unit

Speech Output

Push-to-TalkVoice Input

Camera

Audio Feedback

Graph

ImageDatabase

User Interface

Haptic Feedback

System Diagram

Page 22: Senior Thesis Conference

Haptic Feedback Belt

Page 23: Senior Thesis Conference

A Complete Navigation System for the Blind

GPSAlgorithm

Computer Vision

Algorithm

GPS ReceiverInertial Navigation Unit

Speech Output

Push-to-TalkVoice Input

Camera

Audio Feedback

Graph

ImageDatabase

User Interface

Haptic Feedback

System Diagram

Page 24: Senior Thesis Conference

Objects and Landmarks to Identify

Page 25: Senior Thesis Conference
Page 26: Senior Thesis Conference

GPS Navigation

Page 27: Senior Thesis Conference

SIFT Terminal Navigation

Page 28: Senior Thesis Conference

Outdoor Testing

Page 29: Senior Thesis Conference

Outdoor Testing

Page 30: Senior Thesis Conference

A Complete Navigation System for the Blind

GPSAlgorithm

Computer Vision

Algorithm

GPS ReceiverInertial Navigation Unit

Speech Output

Push-to-TalkVoice Input

Camera

Audio Feedback

Graph

ImageDatabase

User Interface

Haptic Feedback

Page 31: Senior Thesis Conference

A Demonstration of Our Object Detection Algorithm

Page 32: Senior Thesis Conference

A Demonstration of Our Speech Menu