{"id":"https://openalex.org/W4319596908","doi":"https://doi.org/10.3390/rs15040926","title":"MSSF: A Novel Mutual Structure Shift Feature for Removing Incorrect Keypoint Correspondences between Images","display_name":"MSSF: A Novel Mutual Structure Shift Feature for Removing Incorrect Keypoint Correspondences between Images","publication_year":2023,"publication_date":"2023-02-08","ids":{"openalex":"https://openalex.org/W4319596908","doi":"https://doi.org/10.3390/rs15040926"},"language":"en","primary_location":{"id":"doi:10.3390/rs15040926","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15040926","pdf_url":"https://www.mdpi.com/2072-4292/15/4/926/pdf?version=1675843549","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/2072-4292/15/4/926/pdf?version=1675843549","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100446328","display_name":"Juan Liu","orcid":"https://orcid.org/0000-0003-1069-2875"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Liu","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, School of Computer Sciences, China University of Geosciences, Wuhan 430074, China","Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, School of Computer Sciences, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education, Wuhan 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010771726","display_name":"Kun Sun","orcid":"https://orcid.org/0000-0002-9503-3969"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kun Sun","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, School of Computer Sciences, China University of Geosciences, Wuhan 430074, China","Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education, Wuhan 430074, China"],"raw_orcid":"https://orcid.org/0000-0002-9503-3969","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, School of Computer Sciences, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education, Wuhan 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038282684","display_name":"San Jiang","orcid":"https://orcid.org/0000-0002-7799-650X"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"San Jiang","raw_affiliation_strings":["Hubei Key Laboratory of Intelligent Geo-Information Processing, School of Computer Sciences, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":"https://orcid.org/0000-0002-7799-650X","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Intelligent Geo-Information Processing, School of Computer Sciences, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037329603","display_name":"Kunqian Li","orcid":"https://orcid.org/0000-0001-9831-6457"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunqian Li","raw_affiliation_strings":["College of Engineering, Ocean University of China, Qingdao 266100, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Ocean University of China, Qingdao 266100, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087239641","display_name":"Wenbing Tao","orcid":"https://orcid.org/0000-0003-3284-864X"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbing Tao","raw_affiliation_strings":["Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education, Wuhan 430074, China","National Key Laboratory of Science and Technology on Multi-Spectral Information Processing, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education, Wuhan 430074, China","institution_ids":["https://openalex.org/I47720641"]},{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Multi-Spectral Information Processing, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010771726"],"corresponding_institution_ids":["https://openalex.org/I3124059619","https://openalex.org/I47720641"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2784},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2784},"fwci":0.6839,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.64746064,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"15","issue":"4","first_page":"926","last_page":"926"},"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":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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9994000196456909,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.7084316611289978},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6797928214073181},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6604412198066711},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5539959073066711},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.52254718542099},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.4785378873348236},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.4696934223175049},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.46836555004119873},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4471306800842285},{"id":"https://openalex.org/keywords/feature-matching","display_name":"Feature matching","score":0.41361430287361145},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34645235538482666},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.270804762840271},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2013731598854065}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7084316611289978},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6797928214073181},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6604412198066711},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5539959073066711},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.52254718542099},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.4785378873348236},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.4696934223175049},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.46836555004119873},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4471306800842285},{"id":"https://openalex.org/C2983787585","wikidata":"https://www.wikidata.org/wiki/Q93586","display_name":"Feature matching","level":3,"score":0.41361430287361145},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34645235538482666},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.270804762840271},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2013731598854065},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15040926","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15040926","pdf_url":"https://www.mdpi.com/2072-4292/15/4/926/pdf?version=1675843549","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:65840bd6ef084fa8ac2c1609796e9023","is_oa":true,"landing_page_url":"https://doaj.org/article/65840bd6ef084fa8ac2c1609796e9023","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 15, Iss 4, p 926 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/4/926/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15040926","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/rs15040926","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15040926","pdf_url":"https://www.mdpi.com/2072-4292/15/4/926/pdf?version=1675843549","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":[{"id":"https://metadata.un.org/sdg/15","score":0.5600000023841858,"display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4319596908.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W114026857","https://openalex.org/W171083849","https://openalex.org/W1491719799","https://openalex.org/W1561797649","https://openalex.org/W1677409904","https://openalex.org/W2071093471","https://openalex.org/W2071730188","https://openalex.org/W2085261163","https://openalex.org/W2098894541","https://openalex.org/W2102837485","https://openalex.org/W2104853049","https://openalex.org/W2114712988","https://openalex.org/W2130871783","https://openalex.org/W2141584146","https://openalex.org/W2151103935","https://openalex.org/W2338968644","https://openalex.org/W2414149137","https://openalex.org/W2471962767","https://openalex.org/W2579352318","https://openalex.org/W2618039218","https://openalex.org/W2737260104","https://openalex.org/W2740578684","https://openalex.org/W2754925132","https://openalex.org/W2894971516","https://openalex.org/W2898541470","https://openalex.org/W2924259647","https://openalex.org/W2936424683","https://openalex.org/W2963674285","https://openalex.org/W2969139878","https://openalex.org/W2970141505","https://openalex.org/W2973665503","https://openalex.org/W2979458572","https://openalex.org/W2982933447","https://openalex.org/W3007047912","https://openalex.org/W3010242131","https://openalex.org/W3013133341","https://openalex.org/W3035563186","https://openalex.org/W3037963427","https://openalex.org/W3039701618","https://openalex.org/W3047057232","https://openalex.org/W3092233714","https://openalex.org/W3107540572","https://openalex.org/W3116664527","https://openalex.org/W3176247000","https://openalex.org/W3204035704","https://openalex.org/W3211136280","https://openalex.org/W4313267411","https://openalex.org/W6629564929","https://openalex.org/W6637400245","https://openalex.org/W6675860037","https://openalex.org/W6776981531"],"related_works":["https://openalex.org/W2404647514","https://openalex.org/W1667647204","https://openalex.org/W4247536566","https://openalex.org/W2018477250","https://openalex.org/W3119814709","https://openalex.org/W4241418540","https://openalex.org/W1508895727","https://openalex.org/W394483113","https://openalex.org/W4287332642","https://openalex.org/W2063813642"],"abstract_inverted_index":{"Removing":[0],"incorrect":[1,82,111,154],"keypoint":[2],"correspondences":[3,112,151],"between":[4,165],"two":[5],"images":[6],"is":[7,54,89],"a":[8,21,30,41,63,78,102,146,186,191],"fundamental":[9],"yet":[10],"challenging":[11],"task":[12],"in":[13,113,190],"computer":[14],"vision.":[15],"A":[16],"popular":[17],"pipeline":[18],"first":[19],"computes":[20],"feature":[22,44,88,171],"vector":[23],"for":[24,80,98],"each":[25],"correspondence":[26],"and":[27,143,152,201],"then":[28],"trains":[29],"binary":[31],"classifier":[32,189],"using":[33],"these":[34],"features.":[35],"In":[36],"this":[37,85],"paper,":[38],"we":[39,120,167,179],"propose":[40,121],"novel":[42],"robust":[43],"to":[45,72,91,122,148,184,206],"better":[46],"fulfill":[47],"the":[48,56,87,93,99,107,114,118,157,169,172,181,208,211],"above":[49],"task.":[50],"The":[51],"basic":[52],"observation":[53],"that":[55],"relative":[57,95,158],"order":[58,159],"of":[59,101,110,145,160,210],"neighboring":[60],"points":[61],"around":[62],"correct":[64,150],"match":[65],"should":[66],"be":[67],"consistent":[68],"from":[69],"one":[70],"view":[71],"another,":[73],"while":[74],"it":[75],"may":[76],"change":[77],"lot":[79],"an":[81,134],"match.":[83],"To":[84,105],"end,":[86],"designed":[90],"measure":[92],"bidirectional":[94],"ranking":[96],"difference":[97],"neighbors":[100,126,161],"reference":[103],"correspondence.":[104],"reduce":[106],"negative":[108],"effect":[109],"neighborhood":[115],"when":[116],"computing":[117],"feature,":[119],"combine":[123],"spatially":[124],"nearest":[125],"with":[127],"geometrically":[128],"\u201cgood\u201d":[129],"neighbors.":[130],"We":[131],"also":[132],"design":[133],"iterative":[135],"neighbor":[136],"weighting":[137],"strategy,":[138],"which":[139],"considers":[140],"both":[141,197],"goodness":[142],"correctness":[144],"correspondence,":[147],"enhance":[149],"suppress":[153],"correspondences.":[155],"As":[156],"encodes":[162],"structure":[163],"information":[164],"them,":[166],"name":[168],"proposed":[170,182,212],"Mutual":[173],"Structure":[174],"Shift":[175],"Feature":[176],"(MSSF).":[177],"Finally,":[178],"use":[180],"features":[183],"train":[185],"random":[187],"forest":[188],"supervised":[192],"manner.":[193],"Extensive":[194],"experiments":[195],"on":[196],"raw":[198],"matching":[199],"quality":[200],"downstream":[202],"tasks":[203],"are":[204],"conducted":[205],"verify":[207],"performance":[209],"method.":[213]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}