Hybrid markerless augmented reality tracking method for planar surface

Markerless tracking for augmented reality should not only accurate but also fast enough to provide a seamless synchronization between real and virtual beings. Current methods showed that a vision-based tracking is accurate but requires high computational power. This paper proposes a real-time hybrid...

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Auteur principal: Afif, Fadhil Noer
Format: Thèse
Publié: 2013
Sujets:
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author Afif, Fadhil Noer
author_facet Afif, Fadhil Noer
author_sort Afif, Fadhil Noer
description Markerless tracking for augmented reality should not only accurate but also fast enough to provide a seamless synchronization between real and virtual beings. Current methods showed that a vision-based tracking is accurate but requires high computational power. This paper proposes a real-time hybrid-based method for tracking unknown environments in markerless augmented reality. The proposed method provides collaboration of vision-based approach with accelerometers and gyroscopes sensors as camera pose predictor. To align the augmentation relative to camera motion, the tracking method is done by substituting feature-based camera estimation with combination of inertial sensors with complementary filter to provide more dynamic response. The proposed method managed to track unknown environment with faster processing time compared to feature-based approach. Moreover, the proposed method can sustain its estimation in a situation where feature-based tracking loses its track. The collaboration of sensor tracking managed to perform the task for about 22,97 FPS, up to five times faster than feature-based tracking method used as comparison. Therefore, the proposed method can be used to track unknown environments without depending on amount of features on scene, while requiring lower computational cost.
format Thesis
id uthm-41646
institution Universiti Teknologi Malaysia
publishDate 2013
record_format eprints
spelling uthm-416462020-06-23T04:38:15Z http://eprints.utm.my/41646/ Hybrid markerless augmented reality tracking method for planar surface Afif, Fadhil Noer QA76 Computer software Markerless tracking for augmented reality should not only accurate but also fast enough to provide a seamless synchronization between real and virtual beings. Current methods showed that a vision-based tracking is accurate but requires high computational power. This paper proposes a real-time hybrid-based method for tracking unknown environments in markerless augmented reality. The proposed method provides collaboration of vision-based approach with accelerometers and gyroscopes sensors as camera pose predictor. To align the augmentation relative to camera motion, the tracking method is done by substituting feature-based camera estimation with combination of inertial sensors with complementary filter to provide more dynamic response. The proposed method managed to track unknown environment with faster processing time compared to feature-based approach. Moreover, the proposed method can sustain its estimation in a situation where feature-based tracking loses its track. The collaboration of sensor tracking managed to perform the task for about 22,97 FPS, up to five times faster than feature-based tracking method used as comparison. Therefore, the proposed method can be used to track unknown environments without depending on amount of features on scene, while requiring lower computational cost. 2013 Thesis NonPeerReviewed Afif, Fadhil Noer (2013) Hybrid markerless augmented reality tracking method for planar surface. Masters thesis, Universiti Teknologi Malaysia, Faculty of Computing. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:77754?queryType=vitalDismax&query=Hybrid+markerless+augmented+reality+tracking+method&public=true
spellingShingle QA76 Computer software
Afif, Fadhil Noer
Hybrid markerless augmented reality tracking method for planar surface
title Hybrid markerless augmented reality tracking method for planar surface
title_full Hybrid markerless augmented reality tracking method for planar surface
title_fullStr Hybrid markerless augmented reality tracking method for planar surface
title_full_unstemmed Hybrid markerless augmented reality tracking method for planar surface
title_short Hybrid markerless augmented reality tracking method for planar surface
title_sort hybrid markerless augmented reality tracking method for planar surface
topic QA76 Computer software
url-record http://eprints.utm.my/41646/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:77754?queryType=vitalDismax&query=Hybrid+markerless+augmented+reality+tracking+method&public=true
work_keys_str_mv AT afiffadhilnoer hybridmarkerlessaugmentedrealitytrackingmethodforplanarsurface