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<ri:Resource created="2026-01-23T19:36:42Z" status="active" updated="2026-03-02T06:25:50Z" version="1.2" xmlns:cs="http://www.ivoa.net/xml/ConeSearch/v1.0" xmlns:ri="http://www.ivoa.net/xml/RegistryInterface/v1.0" xmlns:vr="http://www.ivoa.net/xml/VOResource/v1.0" xmlns:vs="http://www.ivoa.net/xml/VODataService/v1.1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.ivoa.net/xml/ConeSearch/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/ConeSearch.xsd http://www.ivoa.net/xml/VOResource/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/VOResource.xsd http://www.ivoa.net/xml/VODataService/v1.1 http://vo.ari.uni-heidelberg.de/docs/schemata/VODataService.xsd" xsi:type="vs:CatalogService"><title>CANDiSC cluster detections in VVVX</title><shortName>J/A+A/705/A244</shortName><identifier>ivo://CDS.VizieR/J/A+A/705/A244</identifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Obasi C.O.</name></creator><creator><name>Fernandez-Trincado J.G.</name></creator><creator><name>Gomez M.</name></creator><creator><name>Minniti D.</name></creator><creator><name>Alonso-Garcia J.,Ferreira B.P.L.</name></creator><creator><name>Garro E.R.</name></creator><creator><name>Dias B.</name></creator><creator><name>Saito R.K.</name></creator><creator><name>Barbuy B.</name></creator><creator><name>Parisi M.C.,Palma T.</name></creator><creator><name>Tang B.</name></creator><creator><name>Ortigoza-Urdaneta M.</name></creator><creator><name>Baravalle L.D.</name></creator><creator><name>Alonso M.V.,Mauro F.</name></creator><date role="Updated">2026-03-02T06:25:50Z</date><date role="Created">2026-01-23T19:36:42Z</date><contact><name>CDS support team</name><address>CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France</address><email>cds-question@unistra.fr</email></contact></curation><content><subject>infrared-sources</subject><subject>photometry</subject><subject>surveys</subject><description>The VISTA Variables in the Via Lactea (VVV) and its eXtension VVVX are near-infrared surveys mapping the Galactic bulge and adjacent disk. These datasets have enabled the discovery of numerous star clusters obscured by high and spatially variable extinction. Most previous searches relied on visual inspection of individual tiles, which is inefficient and biased against faint or low-density systems. We aim to develop an automated and homogeneous algorithm for systematic cluster detection across different surveys. Here we apply our method to VVVX data covering low-latitude regions of the Galactic bulge and disk, affected by extinction and crowding. We introduce the Consensus-based Algorithm for Nonparametric Detection of Star Clusters (CANDISC), which integrates kernel density estimation (KDE), density-based spatial clustering (DBSCAN), and nearest-neighbour density estimation (NNDE) within a consensus framework. A stellar overdensity is classified as a candidate when identified by at least two of these methods. We apply CANDISC to 680 tiles in the VVVX PSF photometric catalogue, covering approximately 1100 square degrees. We detect 163 stellar overdensities, of which 118 correspond to known clusters. Cross-matching with recent catalogues yields five additional matches, leaving 40 likely new candidates not present in previous compilations. The estimated false-positive rate is below five percent. CANDISC offers a robust and scalable approach for detecting stellar clusters in deep near-infrared surveys, successfully recovering known systems and revealing new candidates in the obscured and crowded regions of the Galactic plane.</description><source format="bibcode">2026A&amp;A...705A.244O</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/705/A244</referenceURL><type>Catalog</type><contentLevel>Research</contentLevel><relationship><relationshipType>IsServedBy</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/TAP">TAP VizieR generic service</relatedResource></relationship><relationship><relationshipType>IsServedBy</relationshipType><relatedResource>Conesearch service</relatedResource></relationship><relationship><relationshipType>related-to</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/II/376">II/376 : VISTA Variable in the Via Lactea Survey (VVV) DR4.2</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/MNRAS/481/3902">J/MNRAS/481/3902 : New Galactic clusters in the VVVX disc area</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/689/A148">J/A+A/689/A148 : VVVX tile coordinates (Saito+, 2024)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/262/7">J/ApJS/262/7 : 886 nearby star clusters (He+, 2022)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/265/12">J/ApJS/265/12 : Neighboring open clusters with Gaia DR3 (Qin+, 2023)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/A+A/673/A114">J/A+A/673/A114 : Improving the open cluster census. 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