Real-time 3D model-based motion tracking

A new model-based tracking algorithm is reported for real-time motion tracking per-formance. In this experiment, a single calibrated camera and geometric models are used. Each tracking cycle completes computation between a projected 3D model and the image. The early stage is to match and measure the...

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Main Author: Li, Zheng.
Other Authors: Wang, Han
Format: Theses and Dissertations
Language:English
Published: 2010
Subjects:
Online Access:http://hdl.handle.net/10356/38998
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-389982023-07-04T16:02:55Z Real-time 3D model-based motion tracking Li, Zheng. Wang, Han School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation A new model-based tracking algorithm is reported for real-time motion tracking per-formance. In this experiment, a single calibrated camera and geometric models are used. Each tracking cycle completes computation between a projected 3D model and the image. The early stage is to match and measure the error between the model and corresponding image features; The later stage is to estimate the model pose according to previous measurement. The matching process includes two aspects of:(l)feature extraction using local minimum energy and (2)global matching of a known three-dimensional model against the projected features. A one-dimensional search strategy is adopted instead of local window operation. The feature energy which is defined as the negative absolute value of the edge strength, fits the small motion hypothesis. The algorithm reported here is robust to change in lighting and backgrounds. Master of Engineering 2010-05-21T03:39:25Z 2010-05-21T03:39:25Z 1997 1997 Thesis http://hdl.handle.net/10356/38998 en NANYANG TECHNOLOGICAL UNIVERSITY 116 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation
Li, Zheng.
Real-time 3D model-based motion tracking
description A new model-based tracking algorithm is reported for real-time motion tracking per-formance. In this experiment, a single calibrated camera and geometric models are used. Each tracking cycle completes computation between a projected 3D model and the image. The early stage is to match and measure the error between the model and corresponding image features; The later stage is to estimate the model pose according to previous measurement. The matching process includes two aspects of:(l)feature extraction using local minimum energy and (2)global matching of a known three-dimensional model against the projected features. A one-dimensional search strategy is adopted instead of local window operation. The feature energy which is defined as the negative absolute value of the edge strength, fits the small motion hypothesis. The algorithm reported here is robust to change in lighting and backgrounds.
author2 Wang, Han
author_facet Wang, Han
Li, Zheng.
format Theses and Dissertations
author Li, Zheng.
author_sort Li, Zheng.
title Real-time 3D model-based motion tracking
title_short Real-time 3D model-based motion tracking
title_full Real-time 3D model-based motion tracking
title_fullStr Real-time 3D model-based motion tracking
title_full_unstemmed Real-time 3D model-based motion tracking
title_sort real-time 3d model-based motion tracking
publishDate 2010
url http://hdl.handle.net/10356/38998
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