{"id":"https://openalex.org/W4224253221","doi":"https://doi.org/10.3390/rs14081942","title":"GA-Net-Pyramid: An Efficient End-to-End Network for Dense Matching","display_name":"GA-Net-Pyramid: An Efficient End-to-End Network for Dense Matching","publication_year":2022,"publication_date":"2022-04-17","ids":{"openalex":"https://openalex.org/W4224253221","doi":"https://doi.org/10.3390/rs14081942"},"language":"en","primary_location":{"id":"doi:10.3390/rs14081942","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14081942","pdf_url":"https://www.mdpi.com/2072-4292/14/8/1942/pdf?version=1650203873","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/8/1942/pdf?version=1650203873","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101940921","display_name":"Yuanxin Xia","orcid":"https://orcid.org/0000-0003-2049-2180"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Yuanxin Xia","raw_affiliation_strings":["Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2049-2180","affiliations":[{"raw_affiliation_string":"Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008273122","display_name":"Pablo d\u2019Angelo","orcid":"https://orcid.org/0000-0001-8541-3856"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Pablo d\u2019Angelo","raw_affiliation_strings":["Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8541-3856","affiliations":[{"raw_affiliation_string":"Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068079834","display_name":"Friedrich Fraundorfer","orcid":"https://orcid.org/0000-0002-5805-8892"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]},{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT","DE"],"is_corresponding":false,"raw_author_name":"Friedrich Fraundorfer","raw_affiliation_strings":["Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","Institute of Computer Graphics and Vision, Graz University of Technology (TU Graz), 8010 Graz, Austria"],"raw_orcid":"https://orcid.org/0000-0002-5805-8892","affiliations":[{"raw_affiliation_string":"Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","institution_ids":["https://openalex.org/I2898391981"]},{"raw_affiliation_string":"Institute of Computer Graphics and Vision, Graz University of Technology (TU Graz), 8010 Graz, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083368958","display_name":"Jiaojiao Tian","orcid":"https://orcid.org/0000-0002-8407-5098"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jiaojiao Tian","raw_affiliation_strings":["Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8407-5098","affiliations":[{"raw_affiliation_string":"Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056525462","display_name":"Mario Fuentes Reyes","orcid":"https://orcid.org/0000-0002-6593-5152"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mario Fuentes Reyes","raw_affiliation_strings":["Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6593-5152","affiliations":[{"raw_affiliation_string":"Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052386553","display_name":"Peter Reinartz","orcid":"https://orcid.org/0000-0002-8122-1475"},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Peter Reinartz","raw_affiliation_strings":["Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8122-1475","affiliations":[{"raw_affiliation_string":"Department of Photogrammetry and Image Analysis, Remote Sensing Technology Institute, German Aerospace Center (DLR), 82234 Wessling, Germany","institution_ids":["https://openalex.org/I2898391981"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101940921"],"corresponding_institution_ids":["https://openalex.org/I2898391981"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.1015,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.35342406,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"14","issue":"8","first_page":"1942","last_page":"1942"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":1.0,"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":1.0,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9980000257492065,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/computer-science","display_name":"Computer science","score":0.848831295967102},{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.7579009532928467},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5172522664070129},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.49814605712890625},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47791796922683716},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.4534800052642822},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.41786524653434753},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34753692150115967},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.33516594767570496},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.26690101623535156},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07788583636283875}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.848831295967102},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.7579009532928467},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5172522664070129},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.49814605712890625},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47791796922683716},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.4534800052642822},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.41786524653434753},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34753692150115967},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.33516594767570496},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26690101623535156},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07788583636283875},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs14081942","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14081942","pdf_url":"https://www.mdpi.com/2072-4292/14/8/1942/pdf?version=1650203873","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:elib.dlr.de:189959","is_oa":false,"landing_page_url":"https://doi.org/10.3390/rs14081942>.","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:0841b8a9e4fd4bbca58e88642eeaec7b","is_oa":true,"landing_page_url":"https://doaj.org/article/0841b8a9e4fd4bbca58e88642eeaec7b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 8, p 1942 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/8/1942/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14081942","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14081942","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14081942","pdf_url":"https://www.mdpi.com/2072-4292/14/8/1942/pdf?version=1650203873","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3370024807","display_name":null,"funder_award_id":"FKZ: 22WB410602","funder_id":"https://openalex.org/F4320323499","funder_display_name":"Bundesministerium f\u00fcr Ern\u00e4hrung und Landwirtschaft"},{"id":"https://openalex.org/G3899576014","display_name":null,"funder_award_id":"57265855","funder_id":"https://openalex.org/F4320320875","funder_display_name":"Deutscher Akademischer Austauschdienst"},{"id":"https://openalex.org/G8089937470","display_name":null,"funder_award_id":"FKZ: 22WB410602","funder_id":"https://openalex.org/F4320326319","funder_display_name":"Waldklimafonds"}],"funders":[{"id":"https://openalex.org/F4320320875","display_name":"Deutscher Akademischer Austauschdienst","ror":"https://ror.org/039djdh30"},{"id":"https://openalex.org/F4320321421","display_name":"Albert-Ludwigs-Universit\u00e4t Freiburg","ror":"https://ror.org/0245cg223"},{"id":"https://openalex.org/F4320321602","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt","ror":"https://ror.org/04bwf3e34"},{"id":"https://openalex.org/F4320323499","display_name":"Bundesministerium f\u00fcr Ern\u00e4hrung und Landwirtschaft","ror":"https://ror.org/04jw21793"},{"id":"https://openalex.org/F4320326319","display_name":"Waldklimafonds","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4224253221.pdf","grobid_xml":"https://content.openalex.org/works/W4224253221.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W286605963","https://openalex.org/W764651262","https://openalex.org/W1534784508","https://openalex.org/W1674866864","https://openalex.org/W1772650917","https://openalex.org/W1975415386","https://openalex.org/W1980417873","https://openalex.org/W1989291440","https://openalex.org/W1992331046","https://openalex.org/W2016615765","https://openalex.org/W2017102171","https://openalex.org/W2020999234","https://openalex.org/W2054961868","https://openalex.org/W2104974755","https://openalex.org/W2112796928","https://openalex.org/W2113137767","https://openalex.org/W2117248802","https://openalex.org/W2121781154","https://openalex.org/W2150066425","https://openalex.org/W2165114467","https://openalex.org/W2171590421","https://openalex.org/W2259424905","https://openalex.org/W2330339889","https://openalex.org/W2346678256","https://openalex.org/W2416152141","https://openalex.org/W2440384215","https://openalex.org/W2470882200","https://openalex.org/W2561219336","https://openalex.org/W2604231069","https://openalex.org/W2609697672","https://openalex.org/W2738441955","https://openalex.org/W2752790450","https://openalex.org/W2895983464","https://openalex.org/W2924638668","https://openalex.org/W2944368650","https://openalex.org/W2950496566","https://openalex.org/W2952813711","https://openalex.org/W2962880841","https://openalex.org/W2963617879","https://openalex.org/W2963619659","https://openalex.org/W2963872790","https://openalex.org/W2964242696","https://openalex.org/W2968164956","https://openalex.org/W2971834956","https://openalex.org/W2980467688","https://openalex.org/W2991514044","https://openalex.org/W3004166074","https://openalex.org/W3013953273","https://openalex.org/W3034514115","https://openalex.org/W3034530552","https://openalex.org/W3036808459","https://openalex.org/W3046983658","https://openalex.org/W3093769466","https://openalex.org/W3106635087","https://openalex.org/W3110517830","https://openalex.org/W3136930371","https://openalex.org/W3137106869","https://openalex.org/W3176755188","https://openalex.org/W3193866784","https://openalex.org/W4301802631","https://openalex.org/W6638039622","https://openalex.org/W6645370209"],"related_works":["https://openalex.org/W2560215812","https://openalex.org/W2949601986","https://openalex.org/W2788972299","https://openalex.org/W2521347458","https://openalex.org/W2912321008","https://openalex.org/W2498789492","https://openalex.org/W1998607122","https://openalex.org/W4249847449","https://openalex.org/W2729981612","https://openalex.org/W4233449973"],"abstract_inverted_index":{"Dense":[0],"matching":[1],"plays":[2],"a":[3,64,73,96,106],"crucial":[4],"role":[5],"in":[6],"computer":[7],"vision":[8],"and":[9,42,81,102,119,125,146],"remote":[10,152,163],"sensing,":[11],"to":[12,67,114,156,179],"rapidly":[13],"provide":[14],"stereo":[15,75,100],"products":[16],"using":[17],"inexpensive":[18],"hardware.":[19],"Along":[20],"with":[21,149,166,176],"the":[22,27,36,44,53,69,77,85,89,130],"development":[23],"of":[24,46,55,99],"deep":[25],"learning,":[26],"Guided":[28,39],"Aggregation":[29,40],"Network":[30],"(GA-Net)":[31],"achieves":[32,133],"state-of-the-art":[33],"performance":[34],"via":[35],"proposed":[37,131],"Semi-Global":[38],"layers":[41],"reduces":[43],"use":[45],"costly":[47],"3D":[48],"convolutional":[49],"layers.":[50],"To":[51],"solve":[52],"problem":[54],"GA-Net":[56,150,177],"requiring":[57],"large":[58,168],"GPU":[59,144,180],"memory":[60,117,181],"consumption,":[61],"we":[62,160],"design":[63],"pyramid":[65,86],"architecture":[66],"modify":[68],"model.":[70],"Starting":[71],"from":[72],"downsampled":[74],"input,":[76],"disparity":[78,90,169],"is":[79,92],"estimated":[80],"continuously":[82],"refined":[83],"through":[84],"levels.":[87],"Thus,":[88],"search":[91],"only":[93,142],"applied":[94],"for":[95,110],"small":[97],"size":[98],"pair":[101],"then":[103],"confined":[104],"within":[105],"short":[107],"residual":[108],"range":[109],"minor":[111],"correction,":[112],"leading":[113],"highly":[115],"reduced":[116],"usage":[118],"runtime.":[120],"Tests":[121],"on":[122,151],"close-range,":[123],"aerial,":[124],"satellite":[126],"data":[127],"demonstrate":[128],"that":[129],"algorithm":[132],"significantly":[134],"higher":[135],"efficiency":[136],"(around":[137],"eight":[138],"times":[139],"faster":[140],"consuming":[141],"20\u201340%":[143],"memory)":[145],"comparable":[147],"results":[148],"sensing":[153,164],"data.":[154],"Thanks":[155],"this":[157],"coarse-to-fine":[158],"estimation,":[159],"successfully":[161],"process":[162],"datasets":[165],"very":[167],"ranges,":[170],"which":[171],"could":[172],"not":[173],"be":[174],"processed":[175],"due":[178],"limitations.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
