talking glasses first seminar
TRANSCRIPT
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• Theoretical Areas• Project Domain• Problem Definition• Motivations• Project Objective
o Main Objectiveo Other Objectives
• Project Methodology• Survey
o Related workso Asking Experts
• Project Architecture• Challenges• Tools• Time plan • References
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Computer Vision
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Machine Learning
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Object Classification
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Stereo Vision
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The primary motivation for our work is helping blind people
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Interested
In Computer Vision
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Interested
In Machine Learning
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Developing object classification system that may be useful for a large scale of applications.
Surveillance systems
Medical systems
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Using stereo vision techniques and narration to develop an object recognition system that help blind to independently navigate the surrounding.
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Improve segmentation accuracy using depth information.
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“Object Categorization by Learned Universal Visual Dictionary” by Microsoft
Research
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• “This field of research is very interesting, but it needs a lot of work to reach to the goals.” Prof. Dr. Mostafa Gadal-Haqq
• “I think your project is somewhat ambitious for a senior project.” Prof. David G. Stork
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Classification
Classification
Feature Extraction
Post Processing
Data Acquisition
(Stereo Camera)
Depth Estimation S
egm
enta
tio
n
Narrator(Text To Speech
Engine)
Learned Models
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Partial Occlusion
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Segmentation Accuracy
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Complex Scene
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Scale Rotation Illumination
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Languages• C++
Open Source• OpenCV Library
Software• Visual Studio 2010 Professional Edition• Matlab 2010
Hardware• Stereo Camera
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• Books– Pattern Classification (2nd Edition) by Richard O. Duda,Peter E.
Hart,David G. Stork.
– Digital Image Processing 3rd Ed by Gonzalez and Woods.– Computer Vision: Algorithms and Applications by Richard Szeliski,
Microsoft Research.
• Papers– Peter Carbonetto, Nando de Freitas, Paul Gustafson and Natalie
Thompson. Bayesian feature weighting for unsupervised learning, with application to object recognition.
– Scott Helmer and David G.Lowe, “Using Stereo for Object Recognition,” International Conference on Robotics and Automation(ICRA), Anchorage, Alaska (May 2010).
– D. Hoiem, A. Efros, and M. Heber, “Putting Objects In Perspective, ” in CVPR, 2006
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