{"id":"https://openalex.org/W4404469395","doi":"https://doi.org/10.1109/tcsvt.2024.3502134","title":"Double-Shot 3D Shape Measurement With a Dual-Branch Network for Structured Light Projection Profilometry","display_name":"Double-Shot 3D Shape Measurement With a Dual-Branch Network for Structured Light Projection Profilometry","publication_year":2024,"publication_date":"2024-11-18","ids":{"openalex":"https://openalex.org/W4404469395","doi":"https://doi.org/10.1109/tcsvt.2024.3502134"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3502134","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3502134","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070532199","display_name":"Mingyang Lei","orcid":"https://orcid.org/0000-0001-5176-7090"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyang Lei","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5176-7090","affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085936638","display_name":"Jingfan Fan","orcid":"https://orcid.org/0000-0003-4857-6490"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingfan Fan","raw_affiliation_strings":["School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4857-6490","affiliations":[{"raw_affiliation_string":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109542291","display_name":"Long Shao","orcid":"https://orcid.org/0000-0002-9911-3309"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Shao","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9911-3309","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100769854","display_name":"Hong Song","orcid":"https://orcid.org/0000-0002-3171-2604"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Song","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3171-2604","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012191915","display_name":"Deqiang Xiao","orcid":"https://orcid.org/0000-0002-7478-1394"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deqiang Xiao","raw_affiliation_strings":["School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7478-1394","affiliations":[{"raw_affiliation_string":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012390446","display_name":"Danni Ai","orcid":"https://orcid.org/0000-0002-2285-0570"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danni Ai","raw_affiliation_strings":["School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2285-0570","affiliations":[{"raw_affiliation_string":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053723268","display_name":"Tianyu Fu","orcid":"https://orcid.org/0000-0002-9808-960X"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyu Fu","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066874145","display_name":"Yucong Lin","orcid":"https://orcid.org/0000-0002-9039-0318"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yucong Lin","raw_affiliation_strings":["School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9039-0318","affiliations":[{"raw_affiliation_string":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088085772","display_name":"Ying Gu","orcid":"https://orcid.org/0000-0002-1729-2092"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Gu","raw_affiliation_strings":["School of Medical Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1729-2092","affiliations":[{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100643476","display_name":"Jian Yang","orcid":"https://orcid.org/0000-0003-1250-6319"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Yang","raw_affiliation_strings":["School of Optics and Photonics, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1250-6319","affiliations":[{"raw_affiliation_string":"School of Optics and Photonics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I125839683"],"apc_list":null,"apc_paid":null,"fwci":1.4786,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.82850416,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"35","issue":"4","first_page":"3893","last_page":"3906"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9972000122070312,"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/T10638","display_name":"Optical measurement and interference techniques","score":0.9972000122070312,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9746000170707703,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/structured-light","display_name":"Structured light","score":0.7682428359985352},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.604804515838623},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.4985952377319336},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.48698195815086365},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.4771701395511627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4483625888824463},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44693267345428467},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.44053319096565247},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.43319523334503174},{"id":"https://openalex.org/keywords/structured-light-3d-scanner","display_name":"Structured-light 3D scanner","score":0.4277958869934082},{"id":"https://openalex.org/keywords/profilometer","display_name":"Profilometer","score":0.41353312134742737},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3563346862792969},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.34300315380096436},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.2648046612739563},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17635971307754517},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1562633514404297},{"id":"https://openalex.org/keywords/scanner","display_name":"Scanner","score":0.09956437349319458}],"concepts":[{"id":"https://openalex.org/C193581530","wikidata":"https://www.wikidata.org/wiki/Q683778","display_name":"Structured light","level":2,"score":0.7682428359985352},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.604804515838623},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.4985952377319336},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.48698195815086365},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.4771701395511627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4483625888824463},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44693267345428467},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44053319096565247},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.43319523334503174},{"id":"https://openalex.org/C184577583","wikidata":"https://www.wikidata.org/wiki/Q1485537","display_name":"Structured-light 3D scanner","level":3,"score":0.4277958869934082},{"id":"https://openalex.org/C79261456","wikidata":"https://www.wikidata.org/wiki/Q443756","display_name":"Profilometer","level":3,"score":0.41353312134742737},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3563346862792969},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.34300315380096436},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2648046612739563},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17635971307754517},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1562633514404297},{"id":"https://openalex.org/C2779751349","wikidata":"https://www.wikidata.org/wiki/Q1474480","display_name":"Scanner","level":2,"score":0.09956437349319458},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C107365816","wikidata":"https://www.wikidata.org/wiki/Q114817","display_name":"Surface roughness","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3502134","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3502134","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.4000000059604645}],"awards":[{"id":"https://openalex.org/G27375415","display_name":null,"funder_award_id":"2023YFC2415300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5002635840","display_name":null,"funder_award_id":"2024M754100","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5969536149","display_name":null,"funder_award_id":"62422102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6437410822","display_name":null,"funder_award_id":"62302042","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8903378341","display_name":null,"funder_award_id":"62025104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1905829557","https://openalex.org/W2008373329","https://openalex.org/W2035754981","https://openalex.org/W2055365204","https://openalex.org/W2066642144","https://openalex.org/W2071072192","https://openalex.org/W2117248802","https://openalex.org/W2167536595","https://openalex.org/W2194775991","https://openalex.org/W2345939069","https://openalex.org/W2531409750","https://openalex.org/W2604558409","https://openalex.org/W2752782242","https://openalex.org/W2884401041","https://openalex.org/W2922165776","https://openalex.org/W2962730596","https://openalex.org/W2962890819","https://openalex.org/W2965673159","https://openalex.org/W2974738484","https://openalex.org/W3041814977","https://openalex.org/W3133127794","https://openalex.org/W3137278571","https://openalex.org/W3149254271","https://openalex.org/W3155339433","https://openalex.org/W3160694286","https://openalex.org/W3172509117","https://openalex.org/W3177052299","https://openalex.org/W3181256344","https://openalex.org/W3190492058","https://openalex.org/W3203789698","https://openalex.org/W4220708757","https://openalex.org/W4226213795","https://openalex.org/W4240543907","https://openalex.org/W4283269768","https://openalex.org/W4285130696","https://openalex.org/W4285821172","https://openalex.org/W4288069950","https://openalex.org/W4289752563","https://openalex.org/W4318336240","https://openalex.org/W4366465496","https://openalex.org/W4367302269","https://openalex.org/W4387630272","https://openalex.org/W4387909147","https://openalex.org/W4388731532","https://openalex.org/W4389790938","https://openalex.org/W4391248672","https://openalex.org/W4392901981","https://openalex.org/W4393405205","https://openalex.org/W4400877699","https://openalex.org/W6639824700","https://openalex.org/W6761554842","https://openalex.org/W6762585180","https://openalex.org/W6772112144","https://openalex.org/W6774054309","https://openalex.org/W6785362353","https://openalex.org/W6797790494"],"related_works":["https://openalex.org/W2045080189","https://openalex.org/W2591989483","https://openalex.org/W2385216742","https://openalex.org/W1984933051","https://openalex.org/W4249939034","https://openalex.org/W2743746609","https://openalex.org/W2019148711","https://openalex.org/W2497720472","https://openalex.org/W2055482831","https://openalex.org/W4205399159"],"abstract_inverted_index":{"The":[0],"structured":[1],"light":[2],"(SL)-based":[3],"three-dimensional":[4],"(3D)":[5],"measurement":[6,17],"techniques":[7],"with":[8,156],"deep":[9],"learning":[10,163],"have":[11],"been":[12],"widely":[13],"studied":[14],"to":[15,68,89,103,146,172],"improve":[16,184],"efficiency,":[18],"among":[19],"which":[20],"fringe":[21,46,95,197],"projection":[22,27,40],"profilometry":[23,28],"(FPP)":[24],"and":[25,74,143],"speckle":[26,109],"(SPP)":[29],"are":[30],"two":[31],"popular":[32],"methods.":[33],"However,":[34],"they":[35],"generally":[36],"use":[37],"a":[38,59,84,98,118,127,164],"single":[39],"pattern":[41],"for":[42,77,131,162],"reconstruction,":[43],"resulting":[44],"in":[45,93,107],"order":[47,198],"ambiguity":[48,199],"or":[49],"poor":[50],"reconstruction":[51],"accuracy.":[52],"To":[53,111],"alleviate":[54],"these":[55],"problems,":[56],"we":[57,116],"propose":[58],"parallel":[60,128],"dual-branch":[61],"Convolutional":[62],"Neural":[63],"Network":[64],"(CNN)-Transformer":[65],"network":[66],"(PDCNet),":[67],"take":[69],"advantage":[70],"of":[71,126],"convolutional":[72],"operations":[73],"self-attention":[75],"mechanisms":[76],"processing":[78],"different":[79],"SL":[80],"modalities.":[81],"Within":[82],"PDCNet,":[83],"Transformer":[85],"branch":[86,100],"is":[87,101,160,167],"used":[88],"capture":[90],"global":[91,144],"perception":[92],"the":[94,108,147,173],"images,":[96],"while":[97,200],"CNN":[99],"designed":[102],"collect":[104],"local":[105,142],"details":[106],"images.":[110],"fully":[112],"integrate":[113],"complementary":[114],"features,":[115],"design":[117],"double-stream":[119],"attention":[120,129],"aggregation":[121],"module":[122,138],"(DAAM)":[123],"that":[124,166,192],"consists":[125],"subnetwork":[130],"aggregating":[132],"multi-scale":[133],"spatial":[134],"structure":[135],"information.":[136],"This":[137],"can":[139,182,195],"dynamically":[140],"retain":[141],"representations":[145],"maximum":[148],"extent.":[149],"Moreover,":[150],"an":[151],"adaptive":[152,179],"mixture":[153,180],"density":[154],"head":[155,181],"bimodal":[157],"Gaussian":[158],"distribution":[159],"proposed":[161],"representation":[165],"precise":[168],"near":[169],"discontinuities.":[170],"Compared":[171],"standard":[174],"disparity":[175],"regression":[176],"strategy,":[177],"this":[178],"effectively":[183],"performance":[185],"at":[186],"object":[187],"boundaries.":[188],"Extensive":[189],"experiments":[190],"demonstrate":[191],"our":[193],"method":[194],"reduce":[196],"producing":[201],"high-accuracy":[202],"results":[203],"on":[204],"self-made":[205],"datasets.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
