g-HDAF multiresolution deformable models

Ioannis A. Kakadiaris; Emmanuel Papadakis; Lixin Shen; Donald Kouri; David Hoffman

doi:10.1007/3-540-36138-3_2

g-HDAF multiresolution deformable models

Ioannis A. Kakadiaris, Emmanuel Papadakis, Lixin Shen, Donald Kouri, David Hoffman

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

In this paper, we construct a new class of deformable models using a new family of biorthogonal wavelets, named generalized Hermite Distributed Approximating Functional (g-HDAF) Wavelets. The scaling functions of this new family are symmetric and the corresponding wavelets optimize their smoothness for a given number of vanishing moments. In addition, we embed these multiresolution deformable models to the physics-based deformable model framework and use them for fitting 3D range data. We have performed a number of experiments with both synthetic and real data with very encouraging results.

Original language	English (US)
Title of host publication	Articulated Motion and Deformable Objects - 2nd International Workshop, AMDO 2002, Proceedings
Editors	Francisco Jose Perales, Edwin R. Hancock
Publisher	Springer Verlag
Pages	21-31
Number of pages	11
ISBN (Print)	9783540001492
DOIs	https://doi.org/10.1007/3-540-36138-3_2
State	Published - 2002
Externally published	Yes
Event	2nd International Workshop on Articulated Motion and Deformable Objects, AMDO 2002 - Palma de Mallorca, Spain Duration: Nov 21 2002 → Nov 23 2002

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	2492
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	2nd International Workshop on Articulated Motion and Deformable Objects, AMDO 2002
Country/Territory	Spain
City	Palma de Mallorca
Period	11/21/02 → 11/23/02

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/3-540-36138-3_2

Cite this

Kakadiaris, I. A., Papadakis, E., Shen, L., Kouri, D., & Hoffman, D. (2002). g-HDAF multiresolution deformable models. In F. J. Perales, & E. R. Hancock (Eds.), Articulated Motion and Deformable Objects - 2nd International Workshop, AMDO 2002, Proceedings (pp. 21-31). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2492). Springer Verlag. https://doi.org/10.1007/3-540-36138-3_2

g-HDAF multiresolution deformable models. / Kakadiaris, Ioannis A.; Papadakis, Emmanuel; Shen, Lixin; Kouri, Donald; Hoffman, David.

Articulated Motion and Deformable Objects - 2nd International Workshop, AMDO 2002, Proceedings. ed. / Francisco Jose Perales; Edwin R. Hancock. Springer Verlag, 2002. p. 21-31 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2492).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Kakadiaris, IA, Papadakis, E, Shen, L, Kouri, D & Hoffman, D 2002, g-HDAF multiresolution deformable models. in FJ Perales & ER Hancock (eds), Articulated Motion and Deformable Objects - 2nd International Workshop, AMDO 2002, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2492, Springer Verlag, pp. 21-31, 2nd International Workshop on Articulated Motion and Deformable Objects, AMDO 2002, Palma de Mallorca, Spain, 11/21/02. https://doi.org/10.1007/3-540-36138-3_2

Kakadiaris IA, Papadakis E, Shen L, Kouri D, Hoffman D. g-HDAF multiresolution deformable models. In Perales FJ, Hancock ER, editors, Articulated Motion and Deformable Objects - 2nd International Workshop, AMDO 2002, Proceedings. Springer Verlag. 2002. p. 21-31. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/3-540-36138-3_2

Kakadiaris, Ioannis A. ; Papadakis, Emmanuel ; Shen, Lixin ; Kouri, Donald ; Hoffman, David. / g-HDAF multiresolution deformable models. Articulated Motion and Deformable Objects - 2nd International Workshop, AMDO 2002, Proceedings. editor / Francisco Jose Perales ; Edwin R. Hancock. Springer Verlag, 2002. pp. 21-31 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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AB - In this paper, we construct a new class of deformable models using a new family of biorthogonal wavelets, named generalized Hermite Distributed Approximating Functional (g-HDAF) Wavelets. The scaling functions of this new family are symmetric and the corresponding wavelets optimize their smoothness for a given number of vanishing moments. In addition, we embed these multiresolution deformable models to the physics-based deformable model framework and use them for fitting 3D range data. We have performed a number of experiments with both synthetic and real data with very encouraging results.

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g-HDAF multiresolution deformable models

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