{"id":"https://openalex.org/W4200384333","doi":"https://doi.org/10.3390/rs13245128","title":"Multimodal Remote Sensing Image Registration Methods and Advancements: A Survey","display_name":"Multimodal Remote Sensing Image Registration Methods and Advancements: A Survey","publication_year":2021,"publication_date":"2021-12-17","ids":{"openalex":"https://openalex.org/W4200384333","doi":"https://doi.org/10.3390/rs13245128"},"language":"en","primary_location":{"id":"doi:10.3390/rs13245128","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245128","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5128/pdf?version=1639736444","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/2072-4292/13/24/5128/pdf?version=1639736444","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100319962","display_name":"Xinyue Zhang","orcid":"https://orcid.org/0000-0002-4243-083X"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyue Zhang","raw_affiliation_strings":["School of Mathematics, Northwest University, Xi\u2019an 710127, China","School of Mathematics, Northwest University, Xi'an 710127, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Northwest University, Xi\u2019an 710127, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"School of Mathematics, Northwest University, Xi'an 710127, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004032587","display_name":"Chengcai Leng","orcid":"https://orcid.org/0000-0003-4535-5430"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chengcai Leng","raw_affiliation_strings":["School of Mathematics, Northwest University, Xi\u2019an 710127, China","School of Mathematics, Northwest University, Xi'an 710127, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Northwest University, Xi\u2019an 710127, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"School of Mathematics, Northwest University, Xi'an 710127, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081413894","display_name":"Yameng Hong","orcid":"https://orcid.org/0000-0002-1196-5751"},"institutions":[{"id":"https://openalex.org/I37802460","display_name":"Northwest University","ror":"https://ror.org/00z3td547","country_code":"CN","type":"education","lineage":["https://openalex.org/I37802460"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yameng Hong","raw_affiliation_strings":["School of Mathematics, Northwest University, Xi\u2019an 710127, China","School of Mathematics, Northwest University, Xi'an 710127, China"],"affiliations":[{"raw_affiliation_string":"School of Mathematics, Northwest University, Xi\u2019an 710127, China","institution_ids":["https://openalex.org/I37802460"]},{"raw_affiliation_string":"School of Mathematics, Northwest University, Xi'an 710127, China","institution_ids":["https://openalex.org/I37802460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016597133","display_name":"Zhao Pei","orcid":null},"institutions":[{"id":"https://openalex.org/I88830068","display_name":"Shaanxi Normal University","ror":"https://ror.org/0170z8493","country_code":"CN","type":"education","lineage":["https://openalex.org/I88830068"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao Pei","raw_affiliation_strings":["School of Computer Science, Shaanxi Normal University, Xi\u2019an 710119, China","School of Computer Science, Shaanxi Normal University, Xi'an 710119, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shaanxi Normal University, Xi\u2019an 710119, China","institution_ids":["https://openalex.org/I88830068"]},{"raw_affiliation_string":"School of Computer Science, Shaanxi Normal University, Xi'an 710119, China","institution_ids":["https://openalex.org/I88830068"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058927498","display_name":"Irene Cheng","orcid":"https://orcid.org/0000-0001-9699-4895"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Irene Cheng","raw_affiliation_strings":["Department of Computing Science, University of Alberta, Edmonton, AB T6G 2E8, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Alberta, Edmonton, AB T6G 2E8, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054810403","display_name":"Anup Basu","orcid":"https://orcid.org/0000-0002-7695-4148"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Anup Basu","raw_affiliation_strings":["Department of Computing Science, University of Alberta, Edmonton, AB T6G 2E8, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Alberta, Edmonton, AB T6G 2E8, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5004032587"],"corresponding_institution_ids":["https://openalex.org/I37802460"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.2728,"has_fulltext":true,"cited_by_count":79,"citation_normalized_percentile":{"value":0.95549057,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":"24","first_page":"5128","last_page":"5128"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9993000030517578,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9993000030517578,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9969000220298767,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.996399998664856,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.732683539390564},{"id":"https://openalex.org/keywords/image-registration","display_name":"Image registration","score":0.6538034677505493},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5888000130653381},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.521955668926239},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4991633892059326},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.49198219180107117},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.4378601312637329},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4372546076774597},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3792935013771057},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.17366930842399597}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.732683539390564},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.6538034677505493},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5888000130653381},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.521955668926239},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4991633892059326},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.49198219180107117},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.4378601312637329},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4372546076774597},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3792935013771057},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.17366930842399597},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13245128","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245128","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5128/pdf?version=1639736444","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:doaj.org/article:15934fbd15ee4ba8ba6ebe8ed972d7d5","is_oa":true,"landing_page_url":"https://doaj.org/article/15934fbd15ee4ba8ba6ebe8ed972d7d5","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"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 13, Iss 24, p 5128 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/24/5128/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13245128","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; Volume 13; Issue 24; Pages: 5128","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13245128","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13245128","pdf_url":"https://www.mdpi.com/2072-4292/13/24/5128/pdf?version=1639736444","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":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G1681440638","display_name":null,"funder_award_id":"61702251","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"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200384333.pdf","grobid_xml":"https://content.openalex.org/works/W4200384333.grobid-xml"},"referenced_works_count":114,"referenced_works":["https://openalex.org/W839085667","https://openalex.org/W1485155626","https://openalex.org/W1504108853","https://openalex.org/W1561797649","https://openalex.org/W1574807507","https://openalex.org/W1576278180","https://openalex.org/W1591388113","https://openalex.org/W1639227073","https://openalex.org/W1677409904","https://openalex.org/W1963943638","https://openalex.org/W1972731536","https://openalex.org/W1974450833","https://openalex.org/W1980113665","https://openalex.org/W1987120702","https://openalex.org/W1991754707","https://openalex.org/W2018820661","https://openalex.org/W2030233108","https://openalex.org/W2030233188","https://openalex.org/W2034872721","https://openalex.org/W2040029642","https://openalex.org/W2052568683","https://openalex.org/W2058409096","https://openalex.org/W2064675550","https://openalex.org/W2085261163","https://openalex.org/W2099826407","https://openalex.org/W2104853049","https://openalex.org/W2110375187","https://openalex.org/W2115072079","https://openalex.org/W2115167851","https://openalex.org/W2116397388","https://openalex.org/W2123655559","https://openalex.org/W2124386111","https://openalex.org/W2131372145","https://openalex.org/W2139012366","https://openalex.org/W2141104431","https://openalex.org/W2142572935","https://openalex.org/W2144502914","https://openalex.org/W2147555557","https://openalex.org/W2150134853","https://openalex.org/W2151103935","https://openalex.org/W2153829582","https://openalex.org/W2158453800","https://openalex.org/W2160072137","https://openalex.org/W2172188317","https://openalex.org/W2177378978","https://openalex.org/W2184279550","https://openalex.org/W2219715551","https://openalex.org/W2230621910","https://openalex.org/W2292608559","https://openalex.org/W2440384215","https://openalex.org/W2546936836","https://openalex.org/W2551182807","https://openalex.org/W2559871160","https://openalex.org/W2589547048","https://openalex.org/W2590500019","https://openalex.org/W2592929672","https://openalex.org/W2608922915","https://openalex.org/W2615543373","https://openalex.org/W2733413038","https://openalex.org/W2760923572","https://openalex.org/W2762941833","https://openalex.org/W2764034829","https://openalex.org/W2777427437","https://openalex.org/W2777586210","https://openalex.org/W2781542913","https://openalex.org/W2781778455","https://openalex.org/W2782522152","https://openalex.org/W2786355301","https://openalex.org/W2790226428","https://openalex.org/W2791873954","https://openalex.org/W2792119716","https://openalex.org/W2795346137","https://openalex.org/W2801667530","https://openalex.org/W2809252577","https://openalex.org/W2847088336","https://openalex.org/W2887116847","https://openalex.org/W2894877634","https://openalex.org/W2895642771","https://openalex.org/W2896823548","https://openalex.org/W2898488184","https://openalex.org/W2900468052","https://openalex.org/W2901618186","https://openalex.org/W2913398339","https://openalex.org/W2913429812","https://openalex.org/W2915880697","https://openalex.org/W2917905493","https://openalex.org/W2918257301","https://openalex.org/W2918670025","https://openalex.org/W2946382053","https://openalex.org/W2948182274","https://openalex.org/W2991908835","https://openalex.org/W2996444841","https://openalex.org/W3000080663","https://openalex.org/W3005040215","https://openalex.org/W3010777628","https://openalex.org/W3013039199","https://openalex.org/W3013056581","https://openalex.org/W3020889904","https://openalex.org/W3033237758","https://openalex.org/W3047057232","https://openalex.org/W3047142913","https://openalex.org/W3093905312","https://openalex.org/W3099561884","https://openalex.org/W3114674012","https://openalex.org/W3127040093","https://openalex.org/W3129802998","https://openalex.org/W3134363207","https://openalex.org/W3134976640","https://openalex.org/W3162700790","https://openalex.org/W4240485910","https://openalex.org/W6607974698","https://openalex.org/W6676770471","https://openalex.org/W6677789704","https://openalex.org/W6746977977"],"related_works":["https://openalex.org/W2012531322","https://openalex.org/W2785900585","https://openalex.org/W2353730437","https://openalex.org/W2490303674","https://openalex.org/W2609066826","https://openalex.org/W2810752900","https://openalex.org/W3186538219","https://openalex.org/W2365677836","https://openalex.org/W2531295127","https://openalex.org/W2355063696"],"abstract_inverted_index":{"With":[0],"rapid":[1],"advancements":[2],"in":[3,33,48,72,108,121],"remote":[4,18,23],"sensing":[5,19,24],"image":[6,26,67,105],"registration":[7,27,68,106],"algorithms,":[8],"comprehensive":[9,61,114],"imaging":[10],"applications":[11],"are":[12,70],"no":[13],"longer":[14],"limited":[15],"to":[16,55,118,127],"single-modal":[17],"images.":[20],"Instead,":[21],"multi-modal":[22],"(MMRS)":[25],"has":[28],"become":[29],"a":[30,91],"research":[31],"focus":[32,98],"recent":[34,109],"years.":[35,110],"However,":[36],"considering":[37],"multi-source,":[38],"multi-temporal,":[39],"and":[40,63,85,97,131],"multi-spectrum":[41],"input":[42],"introduces":[43,78],"significant":[44],"nonlinear":[45],"radiation":[46],"differences":[47],"MMRS":[49,66,104],"images":[50],"for":[51,103],"which":[52],"researchers":[53,120],"need":[54],"develop":[56],"novel":[57],"solutions.":[58],"At":[59],"present,":[60],"reviews":[62],"analyses":[64],"of":[65,94],"methods":[69,96,102],"inadequate":[71],"related":[73,122],"fields.":[74],"Thus,":[75],"this":[76],"paper":[77],"three":[79],"theoretical":[80],"frameworks:":[81],"namely,":[82],"area-based,":[83],"feature-based":[84],"deep":[86],"learning-based":[87],"methods.":[88],"We":[89],"present":[90],"brief":[92],"review":[93,112],"traditional":[95],"on":[99],"more":[100],"advanced":[101,125],"proposed":[107],"Our":[111],"or":[113],"analysis":[115],"is":[116],"intended":[117],"provide":[119],"fields":[123],"with":[124],"understanding":[126],"achieve":[128],"further":[129],"breakthroughs":[130],"innovations.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":13}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2021-12-31T00:00:00"}