A new evaluation framework and image dataset for keypoint extraction and feature descriptor matching

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dc.contributor.authorBarandiaran, I.
dc.contributor.authorCortes, C.
dc.contributor.authorNieto, M.
dc.contributor.authorGraña, M.
dc.contributor.authorRuiz, O.E.
dc.contributor.departmentUniversidad EAFIT. Departamento de Ingeniería Mecánicaspa
dc.contributor.researchgroupLaboratorio CAD/CAM/CAEspa
dc.date.accessioned2021-04-16T21:24:55Z
dc.date.available2021-04-16T21:24:55Z
dc.date.issued2013-01-01
dc.description.abstractKey point extraction and description mechanisms play a crucial role in image matching, where several image points must be accurately identified to robustly estimate a transformation or to recognize an object or a scene. New procedures for keypoint extraction and for feature description are continuously emerging. In order to assess them accurately, normalized data and evaluation protocols are required. In response to these needs, we present a (1) new evaluation framework that allow assessing the performance of the state-of-the-art feature point extraction and description mechanisms, (2) a new image dataset acquired under controlled affine and photometric transformations and (3) a testing image generator. Our evaluation framework allows generating detailed curves about the performance of different approaches, providing a valuable insight about their behavior. Also, it can be easily integrated in many research and development environments. The contributions mentioned above are available on-line for the use of the scientific community.eng
dc.identifierhttps://eafit.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=2387
dc.identifier.isbn9789898565471
dc.identifier.otherSCOPUS;2-s2.0-84878256324
dc.identifier.urihttp://hdl.handle.net/10784/29491
dc.language.isoengspa
dc.relation.urihttps://www.scopus.com/inward/record.uri?eid=2-s2.0-84878256324&partnerID=40&md5=37c9b162acbcff2d49f0f9ee41e297cc
dc.sourceA New Evaluation Framework And Image Dataset For Keypoint Extraction And Feature Descriptor Matching
dc.subject.keywordFeature descriptorseng
dc.subject.keywordFeature point extractioneng
dc.subject.keywordHomography estimationseng
dc.subject.keywordKey point matchingeng
dc.subject.keywordKeypointeng
dc.subject.keywordPhotometric transformationeng
dc.subject.keywordResearch and developmenteng
dc.subject.keywordScientific communityeng
dc.subject.keywordExtractioneng
dc.subject.keywordFeature extractioneng
dc.subject.keywordImage matchingeng
dc.subject.keywordStatistical testseng
dc.subject.keywordImage processingeng
dc.titleA new evaluation framework and image dataset for keypoint extraction and feature descriptor matchingeng
dc.typeinfo:eu-repo/semantics/conferencePapereng
dc.typeconferencePapereng
dc.typeinfo:eu-repo/semantics/publishedVersioneng
dc.typepublishedVersioneng
dc.type.localDocumento de conferenciaspa

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