Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval
The description of 3D shapes with features that possess descriptive power and invariant under similarity transfor-mations is one of the most challenging issues in content based 3D model retrieval. Spherical harmonics-based de-scriptors have been proposed for obtaining rotation invari-ant representat...
Main Authors: | , , |
---|---|
Other Authors: | |
Format: | Text |
Language: | English |
Published: |
2006
|
Subjects: | |
Online Access: | http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.459.6347 http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf |
id |
ftciteseerx:oai:CiteSeerX.psu:10.1.1.459.6347 |
---|---|
record_format |
openpolar |
spelling |
ftciteseerx:oai:CiteSeerX.psu:10.1.1.459.6347 2023-05-15T17:39:56+02:00 Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval Hamid Laga Hiroki Takahashi Masayuki Nakajima The Pennsylvania State University CiteSeerX Archives 2006 application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.459.6347 http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.459.6347 http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf shape matching spherical text 2006 ftciteseerx 2016-01-08T06:26:04Z The description of 3D shapes with features that possess descriptive power and invariant under similarity transfor-mations is one of the most challenging issues in content based 3D model retrieval. Spherical harmonics-based de-scriptors have been proposed for obtaining rotation invari-ant representations. However, spherical harmonic analysis is based on latitude-longitude parameterization of a sphere which has singularities at each pole. Consequently, fea-tures near the two poles are over represented while fea-tures at the equator are under-sampled, and variations of the north pole affects significantly the shape function. In this paper we discuss these issues and propose the usage of spherical wavelet transform as a tool for the analysis of 3D shapes represented by functions on the unit sphere. We introduce three new descriptors extracted from the wavelet coefficients, namely: (1) a subset of the spherical wavelet coefficients, (2) theL1 and, (3) the L2 energies of the spher-ical wavelet sub-bands. The advantage of this tool is three fold; First, it takes into account feature localization and lo-cal orientations. Second, the energies of the wavelet trans-form are rotation invariant. Third, shape features are uni-formly represented which makes the descriptors more ef-ficient. Spherical wavelet descriptors are natural exten-sion of 3D Zernike moments and spherical harmonics. We evaluate, on the Princeton Shape Benchmark, the proposed descriptors regarding computational aspects and shape re-trieval performance. Text North Pole Unknown North Pole Sion ENVELOPE(13.758,13.758,66.844,66.844) |
institution |
Open Polar |
collection |
Unknown |
op_collection_id |
ftciteseerx |
language |
English |
topic |
shape matching spherical |
spellingShingle |
shape matching spherical Hamid Laga Hiroki Takahashi Masayuki Nakajima Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval |
topic_facet |
shape matching spherical |
description |
The description of 3D shapes with features that possess descriptive power and invariant under similarity transfor-mations is one of the most challenging issues in content based 3D model retrieval. Spherical harmonics-based de-scriptors have been proposed for obtaining rotation invari-ant representations. However, spherical harmonic analysis is based on latitude-longitude parameterization of a sphere which has singularities at each pole. Consequently, fea-tures near the two poles are over represented while fea-tures at the equator are under-sampled, and variations of the north pole affects significantly the shape function. In this paper we discuss these issues and propose the usage of spherical wavelet transform as a tool for the analysis of 3D shapes represented by functions on the unit sphere. We introduce three new descriptors extracted from the wavelet coefficients, namely: (1) a subset of the spherical wavelet coefficients, (2) theL1 and, (3) the L2 energies of the spher-ical wavelet sub-bands. The advantage of this tool is three fold; First, it takes into account feature localization and lo-cal orientations. Second, the energies of the wavelet trans-form are rotation invariant. Third, shape features are uni-formly represented which makes the descriptors more ef-ficient. Spherical wavelet descriptors are natural exten-sion of 3D Zernike moments and spherical harmonics. We evaluate, on the Princeton Shape Benchmark, the proposed descriptors regarding computational aspects and shape re-trieval performance. |
author2 |
The Pennsylvania State University CiteSeerX Archives |
format |
Text |
author |
Hamid Laga Hiroki Takahashi Masayuki Nakajima |
author_facet |
Hamid Laga Hiroki Takahashi Masayuki Nakajima |
author_sort |
Hamid Laga |
title |
Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval |
title_short |
Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval |
title_full |
Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval |
title_fullStr |
Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval |
title_full_unstemmed |
Spherical Wavelet Descriptors for Content-Based 3D Model Retrieval |
title_sort |
spherical wavelet descriptors for content-based 3d model retrieval |
publishDate |
2006 |
url |
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.459.6347 http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf |
long_lat |
ENVELOPE(13.758,13.758,66.844,66.844) |
geographic |
North Pole Sion |
geographic_facet |
North Pole Sion |
genre |
North Pole |
genre_facet |
North Pole |
op_source |
http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf |
op_relation |
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.459.6347 http://chihara.naist.jp/people/RESEARCHER/hamid/publications.files/smi2006/hamid_smi2006.pdf |
op_rights |
Metadata may be used without restrictions as long as the oai identifier remains attached to it. |
_version_ |
1766140690197118976 |