Tracking

Duration of project

18 months

Funding source

Swiss National Science Foundation

Funding number

SNSF contract nb: 200021-113827

Description

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This project addressed the smoothing of tracked pose. Nonlinearities of ego motion motivate the application of particle filters (Bayesian tracking) for pose smoothing. Moreover, state-of-the-art results together with our own results on ego motion tracking directed our attention towards the problem of adaptive tuning (adaptive motion modelling). We proposed a research plan to find an accurate modelling of ego motion in order to impact on the usability of mixed reality technologies. In general, any MR application would benefit from the results envisioned in this grant. In particular, we were targeting user-centred mobile environments and we proposed to demonstrate it by developing a video-based tracking system. This system was, at a first stage, a hybrid of a marker-based and a particle filter based ego tracker. Further research was going to be pursued to change this marker-based tracker with a markerless one.

Research activities

  • Rotation-discrimnative template matching: method to perform recognition of feature points based on gradient orientation and intensity information.
  • Video-based camera tracking fusing a top-down and a bottom-up approach with a particle filter.
D. Marimon; T. Ebrahimi : Rotation correlation maps. 2007.
D. Marimon; T. Ebrahimi : Efficient rotation-discriminative template matching. 2007. Viña del Mar-Valparaiso, Chile, November 13 to 16. p. 221--230.
D. Marimon; T. Ebrahimi : Orientation histogram-based matching for Region Tracking. 2007. Eighth International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2007), Santorini, Greece, 6-8 June. DOI : 10.1109/WIAMIS.2007.67.
D. Marimon; T. Ebrahimi : Combination of video-based camera trackers using a dynamically adapted particle filter. 2007. 2nd International Conference on Computer Vision Theory and Applications (VISAPP07), Barcelona, Spain, 8 - 11 March. p. 363--370.
D. Marimon; Y. Maret; Y. Abdeljaoued; T. Ebrahimi : Particle filter-based camera tracker fusing marker- and feature point-based cues. 2007.
D. Marimon; Y. Abdeljaoued; B. Palacios; T. Ebrahimi : Feature point tracking combining the Interacting Multiple Model filter and an efficient assignment algorithm. 2007.
Y. Abdeljaoued; D. Marimon; T. Ebrahimi : Tracking and User Interface for Mixed Reality; 3D Videocommunication : Algorithms, concepts and real-time systems in human centred communication; John Wiley and Sons Ltd, 2005. p. 315-332.
D. Marimon; Y. Abdeljaoued; T. Ebrahimi : Online Registration Tool and Markerless Tracking for Augmented Reality. 2005.

Partners

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