IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions

Bibliographic Details
Main Author: Guarda, André
Publication Date: 2023
Other Authors: Rodrigues, Nuno, Pereira, Fernando
Format: Other
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10400.8/8701
Summary: Context and Objective: The current VM uses a dense 3D representation with dense convolutions Problem: Heavy in computation complexity, cannot encode a full point cloud at once; Underperforms for sparse point cloud Objective: Implement the DL models in the VM with a sparse tensor representation, and verify its performance
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spelling IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse ConvolutionsISO/IEC JTC 1/SC29/WG1 M100113Doc. WG1m100113JPEG PCC CoreSparse ConvolutionsContext and Objective: The current VM uses a dense 3D representation with dense convolutions Problem: Heavy in computation complexity, cannot encode a full point cloud at once; Underperforms for sparse point cloud Objective: Implement the DL models in the VM with a sparse tensor representation, and verify its performanceRepositório IC-OnlineGuarda, AndréRodrigues, NunoPereira, Fernando2023-07-27T15:06:33Z2023-072023-07-27T11:35:31Z2023-07-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/otherapplication/pdfhttp://hdl.handle.net/10400.8/8701enginfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-25T15:18:29Zoai:iconline.ipleiria.pt:10400.8/8701Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T20:57:27.217824Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
ISO/IEC JTC 1/SC29/WG1 M100113
Doc. WG1m100113
title IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
spellingShingle IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
Guarda, André
JPEG PCC Core
Sparse Convolutions
title_short IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
title_full IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
title_fullStr IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
title_full_unstemmed IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
title_sort IT/IST/IPLeiria Report on JPEG PCC Core Experiment 4.2: Sparse Convolutions
author Guarda, André
author_facet Guarda, André
Rodrigues, Nuno
Pereira, Fernando
author_role author
author2 Rodrigues, Nuno
Pereira, Fernando
author2_role author
author
dc.contributor.none.fl_str_mv Repositório IC-Online
dc.contributor.author.fl_str_mv Guarda, André
Rodrigues, Nuno
Pereira, Fernando
dc.subject.por.fl_str_mv JPEG PCC Core
Sparse Convolutions
topic JPEG PCC Core
Sparse Convolutions
description Context and Objective: The current VM uses a dense 3D representation with dense convolutions Problem: Heavy in computation complexity, cannot encode a full point cloud at once; Underperforms for sparse point cloud Objective: Implement the DL models in the VM with a sparse tensor representation, and verify its performance
publishDate 2023
dc.date.none.fl_str_mv 2023-07-27T15:06:33Z
2023-07
2023-07-27T11:35:31Z
2023-07-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/other
format other
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.8/8701
url http://hdl.handle.net/10400.8/8701
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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