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Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis

Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2262538920

Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis

About this item

Full title

Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2019-08

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

We propose an auto-encoding network architecture for point clouds (PC) capable of extracting shape signatures without supervision. Building on this, we (i) design a loss function capable of modelling data variance on PCs which are unstructured, and (ii) regularise the latent space as in a variational auto-encoder, both of which increase the auto-en...

Alternative Titles

Full title

Probabilistic Point Cloud Reconstructions for Vertebral Shape Analysis

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2262538920

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2262538920

Other Identifiers

E-ISSN

2331-8422

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