{"id":"https://openalex.org/W4414788462","doi":"https://doi.org/10.1109/3dv69130.2026.00016","title":"Reflect3r: Single-View 3D Stereo Reconstruction Aided by Mirror Reflections","display_name":"Reflect3r: Single-View 3D Stereo Reconstruction Aided by Mirror Reflections","publication_year":2026,"publication_date":"2026-03-20","ids":{"openalex":"https://openalex.org/W4414788462","doi":"https://doi.org/10.1109/3dv69130.2026.00016"},"language":"en","primary_location":{"id":"doi:10.1109/3dv69130.2026.00016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/3dv69130.2026.00016","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on 3D Vision (3DV)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2509.20607","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100962724","display_name":"Jing Wu","orcid":"https://orcid.org/0009-0007-0942-5418"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jing Wu","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100687845","display_name":"Zirui Wang","orcid":"https://orcid.org/0000-0002-5927-6322"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zirui Wang","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062808708","display_name":"Iro Laina","orcid":"https://orcid.org/0000-0001-8857-7709"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Iro Laina","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067395390","display_name":"Victor Adrian Prisacariu","orcid":"https://orcid.org/0000-0002-0630-6129"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Victor Adrian Prisacariu","raw_affiliation_strings":["University of Oxford"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oxford","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.6924,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96397312,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"94","last_page":"103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9918000102043152,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7675999999046326},{"id":"https://openalex.org/keywords/point-cloud","display_name":"Point cloud","score":0.5077999830245972},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.5070000290870667},{"id":"https://openalex.org/keywords/reflection","display_name":"Reflection (computer programming)","score":0.5012000203132629},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.4880000054836273},{"id":"https://openalex.org/keywords/geometric-transformation","display_name":"Geometric transformation","score":0.4578999876976013},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.4472000002861023},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.44359999895095825},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.4023999869823456},{"id":"https://openalex.org/keywords/view-synthesis","display_name":"View synthesis","score":0.40070000290870667}],"concepts":[{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7675999999046326},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7526999711990356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7491999864578247},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6811000108718872},{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.5077999830245972},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.5070000290870667},{"id":"https://openalex.org/C65682993","wikidata":"https://www.wikidata.org/wiki/Q1056451","display_name":"Reflection (computer programming)","level":2,"score":0.5012000203132629},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.4880000054836273},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.474700003862381},{"id":"https://openalex.org/C56435381","wikidata":"https://www.wikidata.org/wiki/Q1196371","display_name":"Geometric transformation","level":3,"score":0.4578999876976013},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.4472000002861023},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.44359999895095825},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.4023999869823456},{"id":"https://openalex.org/C2776449333","wikidata":"https://www.wikidata.org/wiki/Q7928781","display_name":"View synthesis","level":3,"score":0.40070000290870667},{"id":"https://openalex.org/C109950114","wikidata":"https://www.wikidata.org/wiki/Q4464732","display_name":"3D reconstruction","level":2,"score":0.3874000012874603},{"id":"https://openalex.org/C2776122016","wikidata":"https://www.wikidata.org/wiki/Q7611221","display_name":"Stereo imaging","level":2,"score":0.3837999999523163},{"id":"https://openalex.org/C185078393","wikidata":"https://www.wikidata.org/wiki/Q313783","display_name":"Stereo camera","level":2,"score":0.3504999876022339},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.334199994802475},{"id":"https://openalex.org/C32990609","wikidata":"https://www.wikidata.org/wiki/Q306542","display_name":"Transformation geometry","level":2,"score":0.32089999318122864},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.30880001187324524},{"id":"https://openalex.org/C133978748","wikidata":"https://www.wikidata.org/wiki/Q15955882","display_name":"Reflection symmetry","level":2,"score":0.3075000047683716},{"id":"https://openalex.org/C108882727","wikidata":"https://www.wikidata.org/wiki/Q2991685","display_name":"Solid modeling","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.3059999942779541},{"id":"https://openalex.org/C51970089","wikidata":"https://www.wikidata.org/wiki/Q44415","display_name":"Virtual image","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C68537008","wikidata":"https://www.wikidata.org/wiki/Q247932","display_name":"Stereopsis","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C136520226","wikidata":"https://www.wikidata.org/wiki/Q302814","display_name":"Geometric data analysis","level":2,"score":0.30090001225471497},{"id":"https://openalex.org/C126057942","wikidata":"https://www.wikidata.org/wiki/Q35158","display_name":"Stereoscopy","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C2777897806","wikidata":"https://www.wikidata.org/wiki/Q568742","display_name":"3D modeling","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C7305733","wikidata":"https://www.wikidata.org/wiki/Q207961","display_name":"Geometric shape","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C23379248","wikidata":"https://www.wikidata.org/wiki/Q200904","display_name":"Epipolar geometry","level":3,"score":0.267300009727478},{"id":"https://openalex.org/C81253797","wikidata":"https://www.wikidata.org/wiki/Q1506584","display_name":"Curved mirror","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C37482258","wikidata":"https://www.wikidata.org/wiki/Q2703478","display_name":"Mirror image","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C193581530","wikidata":"https://www.wikidata.org/wiki/Q683778","display_name":"Structured light","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/3dv69130.2026.00016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/3dv69130.2026.00016","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on 3D Vision (3DV)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2509.20607","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.20607","pdf_url":"https://arxiv.org/pdf/2509.20607","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2509.20607","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2509.20607","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2509.20607","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.20607","pdf_url":"https://arxiv.org/pdf/2509.20607","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Mirror":[0],"reflections":[1],"are":[2,23,160,173],"common":[3],"in":[4],"everyday":[5],"environments":[6],"and":[7,19,38,88,149,157,170],"can":[8],"provide":[9,134],"stereo":[10,68],"information":[11],"within":[12],"a":[13,40,44,66,71,103,122,135],"single":[14,72],"capture,":[15],"as":[16,34],"the":[17,32,54,60,75,95,164],"real":[18],"reflected":[20],"virtual":[21,47,55],"views":[22],"visible":[24],"simultaneously.":[25],"We":[26],"exploit":[27,94],"this":[28],"property":[29],"by":[30,99],"treating":[31],"reflection":[33],"an":[35],"auxiliary":[36],"view":[37,56],"designing":[39],"transformation":[41],"that":[42],"constructs":[43],"physically":[45],"valid":[46],"camera,":[48],"allowing":[49],"direct":[50],"pixel-domain":[51],"generation":[52],"of":[53,140,166],"while":[57],"adhering":[58],"to":[59,106,115,162],"real-world":[61,155],"imaging":[62,76],"process.":[63],"This":[64],"enables":[65],"multi-view":[67],"setup":[69],"from":[70],"image,":[73],"simplifying":[74],"process,":[77],"making":[78],"it":[79],"compatible":[80],"with":[81,145],"powerful":[82],"feedforward":[83],"reconstruction":[84],"models":[85],"for":[86],"generalizable":[87],"robust":[89],"3D":[90],"reconstruction.":[91],"To":[92],"further":[93],"geometric":[96],"symmetry":[97],"introduced":[98],"mirrors,":[100],"we":[101,133],"propose":[102],"symmetric-aware":[104],"loss":[105],"refine":[107],"pose":[108],"estimation.":[109],"Our":[110],"framework":[111],"also":[112],"naturally":[113],"extends":[114],"dynamic":[116],"scenes,":[117,143],"where":[118],"each":[119,144],"frame":[120],"contains":[121],"mirror":[123],"reflection,":[124],"enabling":[125],"efficient":[126],"per-frame":[127],"geometry":[128],"recovery.":[129],"For":[130],"quantitative":[131],"evaluation,":[132],"fully":[136],"customizable":[137],"synthetic":[138,158],"dataset":[139],"16":[141],"Blender":[142,171],"ground-truth":[146],"point":[147],"clouds":[148],"camera":[150],"poses.":[151],"Extensive":[152],"experiments":[153],"on":[154],"data":[156,159],"conducted":[161],"illustrate":[163],"effectiveness":[165],"our":[167],"method.":[168],"Code":[169],"scenes":[172],"available":[174],"in:":[175],"https://github.com/jingwu2121/reflect3r.git.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
