{"data":{"id":"10.4121/38af920a-b4d1-4356-aea1-cd46acbc4cbe","type":"dois","attributes":{"doi":"10.4121/38af920a-b4d1-4356-aea1-cd46acbc4cbe","prefix":"10.4121","suffix":"38af920a-b4d1-4356-aea1-cd46acbc4cbe","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Gautier, Guillaume","nameType":"Personal","givenName":"Guillaume","familyName":"Gautier","nameIdentifiers":[{"nameIdentifier":"0000-0002-0309-6381","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Zhou, Xuemei","givenName":"Xuemei","familyName":"Zhou","affiliation":[],"nameIdentifiers":[]},{"name":"Nguyen, Thong","nameType":"Personal","givenName":"Thong","familyName":"Nguyen","nameIdentifiers":[{"nameIdentifier":"0009-0005-4275-8148","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Jansen, Jack","nameType":"Personal","givenName":"Jack","familyName":"Jansen","nameIdentifiers":[{"nameIdentifier":"0000-0002-7006-2560","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Fréneau, Louis","nameType":"Personal","givenName":"Louis","familyName":"Fréneau","nameIdentifiers":[{"nameIdentifier":"0009-0002-6289-7741","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Viitanen, Marko","nameType":"Personal","givenName":"Marko","familyName":"Viitanen","nameIdentifiers":[{"nameIdentifier":"0000-0003-2421-8795","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Phan, Uyen","nameType":"Personal","givenName":"Uyen","familyName":"Phan","nameIdentifiers":[{"nameIdentifier":"0009-0000-4487-3514","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Käpylä, Jani","nameType":"Personal","givenName":"Jani","familyName":"Käpylä","nameIdentifiers":[{"nameIdentifier":"0009-0007-8814-0348","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Viola, Irene","nameType":"Personal","givenName":"Irene","familyName":"Viola","nameIdentifiers":[{"nameIdentifier":"0000-0001-8990-2665","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Mercat, Alexandre","nameType":"Personal","givenName":"Alexandre","familyName":"Mercat","nameIdentifiers":[{"nameIdentifier":"0000-0003-2211-970X","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]}],"titles":[{"title":"UVG-CWI-DQPC: Dual-Quality Point Cloud Dataset for Volumetric Video Applications"}],"publisher":"4TU.ResearchData","container":{},"publicationYear":2025,"subjects":[{"subject":"Artificial Intelligence and Image Processing","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0801"},{"subject":"FOS: Computer and information sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Information and Computing Sciences","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"08"},{"subject":"point cloud"},{"subject":"Mesh"},{"subject":"RGB-D"},{"subject":"Volumetric video"},{"subject":"Registration"},{"subject":"Densifi- cation"},{"subject":"Occlusion removal"},{"subject":"Dataset"},{"subject":"Time: 2025-2040"}],"contributors":[{"name":"TU Delft, Faculty of Electrical Engineering, Mathematics and Computer Science,  Department of Intelligent Systems, Computer Graphics and Visualisation","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Tampere University, Faculty of Information Technology and Communication Sciences, Computing","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Sciences","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]}],"dates":[{"date":"2025-10-03","dateType":"Issued"}],"language":"en","types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"References","relatedIdentifier":"https://ultravideo.fi/UVG-CWI-DQPC/index.html","relatedIdentifierType":"URL"},{"relationType":"IsVersionOf","relatedIdentifier":"10.4121/38af920a-b4d1-4356-aea1-cd46acbc4cbe.v1","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":["3D point cloud (.ply)"],"version":"1","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Volumetric video is a key enabler of immersive extended reality experiences and is often represented using point clouds for their structural simplicity. However, capturing volumetric content through multi-view acquisition and depth sensing poses many challenges, such as occlusions and depth mismatches. To foster research in this field, we introduce a unique dual-quality point cloud dataset, named UVG-CWI-DQPC, which is designed to support the development of point cloud enhancement, compression, and quality assessment. Our dataset includes 12 dynamic sequences captured simultaneously by: 1) a high-end capture system producing high-fidelity point clouds with extensive processing; and 2) a consumer-grade capture system relying on affordable RGB-D cameras, lightweight processing, and open-source tools. For each sequence, our dataset provides ground-truth point clouds from the high-end capture system and raw RGB-D footage from the consumer-grade capture system, along with calibration data and tools for point cloud generation. This dual-quality setup enables direct comparison and benchmarking of algorithms for densification, occlusion removal, registration, and quality enhancement. Our dataset is publicly available under a permissive license to support reproducible research and standardization work in Moving Picture Experts Group and 3rd Generation Partnership Project.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"<?xml version="1.0" encoding="UTF-8"?>
<resource xmlns="http://datacite.org/schema/kernel-4" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.4/metadata.xsd">
  <identifier identifierType="DOI">10.4121/38AF920A-B4D1-4356-AEA1-CD46ACBC4CBE</identifier>
  <creators>
    <creator>
      <creatorName nameType="Personal">Guillaume Gautier</creatorName>
      <givenName>Guillaume</givenName>
      <familyName>Gautier</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0002-0309-6381</nameIdentifier>
    </creator>
    <creator>
      <creatorName>Xuemei Zhou</creatorName>
      <givenName>Xuemei</givenName>
      <familyName>Zhou</familyName>
    </creator>
    <creator>
      <creatorName nameType="Personal">Thong Nguyen</creatorName>
      <givenName>Thong</givenName>
      <familyName>Nguyen</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0009-0005-4275-8148</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Jack Jansen</creatorName>
      <givenName>Jack</givenName>
      <familyName>Jansen</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0002-7006-2560</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Louis Fréneau</creatorName>
      <givenName>Louis</givenName>
      <familyName>Fréneau</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0009-0002-6289-7741</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Marko Viitanen</creatorName>
      <givenName>Marko</givenName>
      <familyName>Viitanen</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-2421-8795</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Uyen Phan</creatorName>
      <givenName>Uyen</givenName>
      <familyName>Phan</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0009-0000-4487-3514</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Jani Käpylä</creatorName>
      <givenName>Jani</givenName>
      <familyName>Käpylä</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0009-0007-8814-0348</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Irene Viola</creatorName>
      <givenName>Irene</givenName>
      <familyName>Viola</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0001-8990-2665</nameIdentifier>
    </creator>
    <creator>
      <creatorName nameType="Personal">Alexandre Mercat</creatorName>
      <givenName>Alexandre</givenName>
      <familyName>Mercat</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-2211-970X</nameIdentifier>
    </creator>
  </creators>
  <titles>
    <title>UVG-CWI-DQPC: Dual-Quality Point Cloud Dataset for Volumetric Video Applications</title>
  </titles>
  <publisher>4TU.ResearchData</publisher>
  <publicationYear>2025</publicationYear>
  <resourceType resourceTypeGeneral="Dataset">Dataset</resourceType>
  <subjects>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0801">Artificial Intelligence and Image Processing</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="08">Information and Computing Sciences</subject>
    <subject>point cloud</subject>
    <subject>Mesh</subject>
    <subject>RGB-D</subject>
    <subject>Volumetric video</subject>
    <subject>Registration</subject>
    <subject>Densifi- cation</subject>
    <subject>Occlusion removal</subject>
    <subject>Dataset</subject>
    <subject>Time: 2025-2040</subject>
  </subjects>
  <contributors>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">TU Delft, Faculty of Electrical Engineering, Mathematics and Computer Science,  Department of Intelligent Systems, Computer Graphics and Visualisation</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Tampere University, Faculty of Information Technology and Communication Sciences, Computing</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Sciences</contributorName>
    </contributor>
  </contributors>
  <dates>
    <date dateType="Issued">2025-10-03</date>
  </dates>
  <language>en</language>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="References">https://ultravideo.fi/UVG-CWI-DQPC/index.html</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.4121/38af920a-b4d1-4356-aea1-cd46acbc4cbe.v1</relatedIdentifier>
  </relatedIdentifiers>
  <formats>
    <format>3D point cloud (.ply)</format>
  </formats>
  <version>1</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;Volumetric video is a key enabler of immersive extended reality experiences and is often represented using point clouds for their structural simplicity. However, capturing volumetric content through multi-view acquisition and depth sensing poses many challenges, such as occlusions and depth mismatches. To foster research in this field, we introduce a unique dual-quality point cloud dataset, named UVG-CWI-DQPC, which is designed to support the development of point cloud enhancement, compression, and quality assessment. Our dataset includes 12 dynamic sequences captured simultaneously by: 1) a high-end capture system producing high-fidelity point clouds with extensive processing; and 2) a consumer-grade capture system relying on affordable RGB-D cameras, lightweight processing, and open-source tools. For each sequence, our dataset provides ground-truth point clouds from the high-end capture system and raw RGB-D footage from the consumer-grade capture system, along with calibration data and tools for point cloud generation. This dual-quality setup enables direct comparison and benchmarking of algorithms for densification, occlusion removal, registration, and quality enhancement. Our dataset is publicly available under a permissive license to support reproducible research and standardization work in Moving Picture Experts Group and 3rd Generation Partnership Project.&lt;/p&gt;</description>
  </descriptions>
</resource>","url":"https://data.4tu.nl/datasets/38af920a-b4d1-4356-aea1-cd46acbc4cbe","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2025-10-03T13:08:25.000Z","registered":"2025-10-03T13:08:26.000Z","published":"2025","updated":"2025-10-03T13:08:26.000Z"},"relationships":{"client":{"data":{"id":"delft.data4tu","type":"clients"}},"provider":{"data":{"id":"scpr","type":"providers"}},"media":{"data":{"id":"10.4121/38af920a-b4d1-4356-aea1-cd46acbc4cbe","type":"media"}},"references":{"data":[]},"citations":{"data":[]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[{"id":"10.4121/38af920a-b4d1-4356-aea1-cd46acbc4cbe.v1","type":"dois"}]}}}}