Automatic Alignment of Shape Collections

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Date
2012
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association
Abstract
We present a method for automatically aligning a collection of similar shapes in arbitrary initial poses. By analyzing the shape collection we extract a deformation model to capture the variability in the collection. We use this information to deform an extracted template shape and use it to align pairs of shapes by direct PCA alignment. We evaluate our method on synthetically created model collections in arbitrary initial poses and demonstrate accurate results with near ground truth alignment. Our algorithm significantly outperforms existing direct PCA alignment methods, without significant computational overhead.
Description

        
@inproceedings{
:10.2312/conf/EG2012/posters/019-020
, booktitle = {
Eurographics 2012 - Posters
}, editor = {
Andrea Fusiello and Michael Wimmer
}, title = {{
Automatic Alignment of Shape Collections
}}, author = {
Averkiou, Melinos
and
Mitra, Niloy
}, year = {
2012
}, publisher = {
The Eurographics Association
}, ISSN = {
1017-4656
}, ISBN = {}, DOI = {
/10.2312/conf/EG2012/posters/019-020
} }
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