{"id":"https://openalex.org/W7117296633","doi":"https://doi.org/10.3390/jimaging12010007","title":"AKAZE-GMS-PROSAC: A New Progressive Framework for Matching Dynamic Characteristics of Flotation Foam","display_name":"AKAZE-GMS-PROSAC: A New Progressive Framework for Matching Dynamic Characteristics of Flotation Foam","publication_year":2025,"publication_date":"2025-12-25","ids":{"openalex":"https://openalex.org/W7117296633","doi":"https://doi.org/10.3390/jimaging12010007","pmid":"https://pubmed.ncbi.nlm.nih.gov/41590893"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging12010007","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging12010007","pdf_url":"https://www.mdpi.com/2313-433X/12/1/7/pdf?version=1766650700","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"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":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/12/1/7/pdf?version=1766650700","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109153869","display_name":"Zhen Yun Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Peng","raw_affiliation_strings":["School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121303261","display_name":"Zhihong Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]},{"id":"https://openalex.org/I4210119674","display_name":"East China University of Technology","ror":"https://ror.org/027385r44","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119674"]},{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhihong Jiang","raw_affiliation_strings":["Key Laboratory of Particle Technology of Jiangxi Province, Nanchang 330013, China","School of Mechanical and Electrical Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Particle Technology of Jiangxi Province, Nanchang 330013, China","institution_ids":["https://openalex.org/I41317344","https://openalex.org/I4210119674"]},{"raw_affiliation_string":"School of Mechanical and Electrical Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022854248","display_name":"Pengcheng Zhu","orcid":"https://orcid.org/0000-0003-3769-0749"},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Zhu","raw_affiliation_strings":["School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121344246","display_name":"Gaipin Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gaipin Cai","raw_affiliation_strings":["School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115613162","display_name":"Xiaoyan Luo","orcid":"https://orcid.org/0000-0002-7569-0128"},"institutions":[{"id":"https://openalex.org/I41317344","display_name":"Jiangxi Science and Technology Normal University","ror":"https://ror.org/04r1zkp10","country_code":"CN","type":"education","lineage":["https://openalex.org/I41317344"]},{"id":"https://openalex.org/I4210119674","display_name":"East China University of Technology","ror":"https://ror.org/027385r44","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119674"]},{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyan Luo","raw_affiliation_strings":["Key Laboratory of Particle Technology of Jiangxi Province, Nanchang 330013, China","School of Mechanical and Electrical Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Particle Technology of Jiangxi Province, Nanchang 330013, China","institution_ids":["https://openalex.org/I41317344","https://openalex.org/I4210119674"]},{"raw_affiliation_string":"School of Mechanical and Electrical Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China","institution_ids":["https://openalex.org/I4510145"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5121303261"],"corresponding_institution_ids":["https://openalex.org/I41317344","https://openalex.org/I4210119674","https://openalex.org/I4510145"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.58332559,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"1","first_page":"7","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11401","display_name":"Minerals Flotation and Separation Techniques","score":0.8051000237464905,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11401","display_name":"Minerals Flotation and Separation Techniques","score":0.8051000237464905,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11915","display_name":"Pickering emulsions and particle stabilization","score":0.09730000048875809,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12282","display_name":"Mineral Processing and Grinding","score":0.07119999825954437,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/feature","display_name":"Feature (linguistics)","score":0.6402999758720398},{"id":"https://openalex.org/keywords/breakage","display_name":"Breakage","score":0.6230999827384949},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.6003000140190125},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.47850000858306885},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4717999994754791},{"id":"https://openalex.org/keywords/feature-matching","display_name":"Feature matching","score":0.43160000443458557},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.42820000648498535},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42340001463890076}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6662999987602234},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6402999758720398},{"id":"https://openalex.org/C2779015675","wikidata":"https://www.wikidata.org/wiki/Q92796261","display_name":"Breakage","level":2,"score":0.6230999827384949},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6003000140190125},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.47850000858306885},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4717999994754791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4422999918460846},{"id":"https://openalex.org/C2983787585","wikidata":"https://www.wikidata.org/wiki/Q93586","display_name":"Feature matching","level":3,"score":0.43160000443458557},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.42820000648498535},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42340001463890076},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.35850000381469727},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3483999967575073},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3465999960899353},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32659998536109924},{"id":"https://openalex.org/C10161872","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Motion estimation","level":2,"score":0.3231000006198883},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.3009999990463257},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2833000123500824},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.2768000066280365},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.27559998631477356},{"id":"https://openalex.org/C61455927","wikidata":"https://www.wikidata.org/wiki/Q1030529","display_name":"Blossom algorithm","level":3,"score":0.25110000371932983}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/jimaging12010007","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging12010007","pdf_url":"https://www.mdpi.com/2313-433X/12/1/7/pdf?version=1766650700","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"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":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:41590893","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41590893","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:e876a9aef74e4360ad57795617ac0827","is_oa":true,"landing_page_url":"https://doaj.org/article/e876a9aef74e4360ad57795617ac0827","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":"Journal of Imaging, Vol 12, Iss 1, p 7 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12843094","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12843094/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"J Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/jimaging12010007","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging12010007","pdf_url":"https://www.mdpi.com/2313-433X/12/1/7/pdf?version=1766650700","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"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":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7117296633.pdf","grobid_xml":"https://content.openalex.org/works/W7117296633.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2035977254","https://openalex.org/W2042296747","https://openalex.org/W2803459852","https://openalex.org/W2888383995","https://openalex.org/W2996144174","https://openalex.org/W4289655748","https://openalex.org/W4295836050","https://openalex.org/W4312593167","https://openalex.org/W4353090724","https://openalex.org/W4361861860","https://openalex.org/W4384948913","https://openalex.org/W4389742025","https://openalex.org/W4396213321","https://openalex.org/W4400772197","https://openalex.org/W4401407933","https://openalex.org/W4402594844","https://openalex.org/W4406028122","https://openalex.org/W4409076538","https://openalex.org/W4409829707"],"related_works":[],"abstract_inverted_index":{"The":[0],"dynamic":[1,39,66,168,255],"characteristics":[2],"of":[3,53,106,134,167,198,207,260],"flotation":[4,70,262],"foam,":[5],"such":[6],"as":[7],"velocity":[8],"and":[9,31,51,79,94,141,158,174,201,209,233,242,257],"breakage":[10,175],"rate,":[11],"are":[12],"critical":[13],"factors":[14],"that":[15],"influence":[16],"mineral":[17],"separation":[18],"efficiency.":[19],"However,":[20],"challenges":[21],"inherent":[22],"in":[23,69,236],"foam":[24,71,169],"images,":[25,72],"including":[26,171],"weak":[27,107],"textures,":[28],"severe":[29],"deformations,":[30],"motion":[32,126],"blur,":[33],"present":[34],"significant":[35],"technical":[36,251],"hurdles":[37],"for":[38,65,147,253],"monitoring.":[40],"These":[41],"issues":[42],"lead":[43],"to":[44,90,119,190],"a":[45,61,99,131,179,193,202,248],"fundamental":[46],"conflict":[47],"between":[48],"the":[49,86,104,113,138,151,164,216,254,261],"efficiency":[50],"accuracy":[52],"traditional":[54],"feature":[55,67,96],"matching":[56,68],"algorithms.":[57],"This":[58,82,161,245],"paper":[59],"introduces":[60],"novel":[62],"progressive":[63,156],"framework":[64,83,162,218],"termed":[73],"\"stable":[74],"extraction,":[75],"efficient":[76,121],"coarse":[77,122],"screening,":[78],"precise":[80,148,165],"matching.\"":[81],"first":[84],"employs":[85],"Accelerated-KAZE":[87],"(AKAZE)":[88],"algorithm":[89,118,144],"extract":[91],"robust,":[92],"scale-":[93],"rotation-invariant":[95],"points":[97],"from":[98],"non-linear":[100],"scale-space,":[101],"effectively":[102],"addressing":[103],"challenge":[105],"textures.":[108],"Subsequently,":[109],"it":[110],"innovatively":[111],"incorporates":[112],"Grid-based":[114],"Motion":[115],"Statistics":[116],"(GMS)":[117],"perform":[120],"screening":[123],"based":[124],"on":[125],"consistency,":[127],"rapidly":[128],"filtering":[129],"out":[130],"large":[132],"number":[133],"obvious":[135],"mismatches.":[136],"Finally,":[137],"Progressive":[139],"Sample":[140],"Consensus":[142],"(PROSAC)":[143],"is":[145],"used":[146],"matching,":[149],"eliminating":[150],"remaining":[152],"subtle":[153],"mismatches":[154],"through":[155],"sampling":[157],"geometric":[159],"constraints.":[160],"enables":[163],"analysis":[166],"characteristics,":[170],"displacement,":[172],"velocity,":[173],"rate":[176],"(enhanced":[177],"by":[178],"robust":[180],"\"foam":[181],"lifetime\"":[182],"mechanism).":[183],"Comparative":[184],"experimental":[185],"results":[186],"demonstrate":[187],"that,":[188],"compared":[189],"ORB-GMS-RANSAC":[191],"(with":[192],"Mean":[194,203],"Absolute":[195],"Error,":[196,205],"MAE":[197],"1.20":[199],"pixels":[200],"Relative":[204],"MRE":[206],"9.10%)":[208],"ORB-RANSAC":[210],"(MAE:":[211,224],"3.53":[212],"pixels,":[213,226],"MRE:":[214,227],"27.36%),":[215],"proposed":[217],"achieves":[219],"significantly":[220],"lower":[221],"error":[222],"rates":[223],"0.23":[225],"2.13%).":[228],"It":[229],"exhibits":[230],"exceptional":[231],"stability":[232],"accuracy,":[234],"particularly":[235],"complex":[237],"scenarios":[238],"involving":[239],"low":[240],"texture":[241],"minor":[243],"displacements.":[244],"research":[246],"provides":[247],"high-precision,":[249],"high-robustness":[250],"solution":[252],"monitoring":[256],"intelligent":[258],"control":[259],"process.":[263]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-12-26T00:00:00"}