{"id":"https://openalex.org/W4411383047","doi":"https://doi.org/10.32604/cmc.2025.066509","title":"A Self-Supervised Hybrid Similarity Framework for Underwater Coral Species Classification","display_name":"A Self-Supervised Hybrid Similarity Framework for Underwater Coral Species Classification","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411383047","doi":"https://doi.org/10.32604/cmc.2025.066509"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.066509","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.066509","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.066509","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087862290","display_name":"Yu\u2010Shiuan Tsai","orcid":"https://orcid.org/0000-0001-8264-9601"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yu-Shiuan Tsai","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028179437","display_name":"Zhen-Rong Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhen-Rong Wu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5019015615","display_name":"Jianzhi Liu","orcid":"https://orcid.org/0000-0003-3666-993X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jian-Zhi Liu","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5087862290"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15443522,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"84","issue":"2","first_page":"3431","last_page":"3457"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9678000211715698,"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/T11387","display_name":"Ichthyology and Marine Biology","score":0.9343000054359436,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/coral","display_name":"Coral","score":0.7489954233169556},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.6777685880661011},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6056888103485107},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.507968008518219},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4140698313713074},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4101461172103882},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.22273316979408264},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1982637345790863},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.16709119081497192},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.15316763520240784}],"concepts":[{"id":"https://openalex.org/C143020374","wikidata":"https://www.wikidata.org/wiki/Q2411228","display_name":"Coral","level":2,"score":0.7489954233169556},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.6777685880661011},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6056888103485107},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.507968008518219},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4140698313713074},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4101461172103882},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.22273316979408264},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1982637345790863},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.16709119081497192},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.15316763520240784},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.066509","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.066509","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.066509","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.066509","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life below water","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2321533354","https://openalex.org/W2956155605","https://openalex.org/W2998875450","https://openalex.org/W3046238390","https://openalex.org/W3107763055","https://openalex.org/W3122533633","https://openalex.org/W4287180559","https://openalex.org/W4308168293","https://openalex.org/W4319444046","https://openalex.org/W4323362137","https://openalex.org/W4399188848","https://openalex.org/W4400648095","https://openalex.org/W4401945443","https://openalex.org/W4402426487","https://openalex.org/W4409841794"],"related_works":["https://openalex.org/W3137460254","https://openalex.org/W2331655233","https://openalex.org/W2791779173","https://openalex.org/W2064556888","https://openalex.org/W2051837354","https://openalex.org/W4388412763","https://openalex.org/W2046263788","https://openalex.org/W2185338854","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Few-shot":[0],"learning":[1,28,119,215],"has":[2],"emerged":[3],"as":[4,80],"a":[5,45,66,72,117,160,175,194,234],"crucial":[6],"technique":[7],"for":[8,146,199,237],"coral":[9,201,239],"species":[10,147],"classification,":[11],"addressing":[12],"the":[13,91,126,165,168],"challenge":[14],"of":[15,69,157],"limited":[16],"labeled":[17],"data":[18,39],"in":[19,96,106,137,172,217],"underwater":[20,218],"environments.":[21],"This":[22,63,139],"study":[23,192],"introduces":[24],"an":[25,154],"optimized":[26],"few-shot":[27,214],"model":[29,43,92,127,166,221],"that":[30,180],"enhances":[31,222],"classification":[32,143,182,210],"accuracy":[33,68,156,224],"while":[34,207],"minimizing":[35],"reliance":[36],"on":[37,122],"extensive":[38],"collection.":[40],"The":[41],"proposed":[42],"integrates":[44],"hybrid":[46],"similarity":[47],"measure":[48],"combining":[49],"Euclidean":[50],"distance":[51],"and":[52,60,84,100,196],"cosine":[53],"similarity,":[54],"effectively":[55],"capturing":[56],"both":[57],"feature":[58,177],"magnitude":[59],"directional":[61],"relationships.":[62],"approach":[64,198],"achieves":[65],"notable":[67],"71.8%":[70],"under":[71,159],"5-way":[73,161],"5-shot":[74],"evaluation,":[75],"outperforming":[76],"state-of-the-art":[77],"models":[78],"such":[79],"Prototypical":[81],"Networks,":[82],"FEAT,":[83],"ESPT":[85],"by":[86,132,225],"up":[87,226],"to":[88,128,153,227,230],"10%.":[89],"Notably,":[90],"demonstrates":[93],"high":[94,149,209],"precision":[95],"classifying":[97],"Siderastreidae":[98],"(87.52%)":[99],"Fungiidae":[101],"(88.95%),":[102],"underscoring":[103],"its":[104,188],"effectiveness":[105],"distinguishing":[107],"subtle":[108],"morphological":[109],"differences.":[110],"To":[111],"further":[112],"enhance":[113],"performance,":[114],"we":[115],"incorporate":[116],"self-supervised":[118],"mechanism":[120],"based":[121],"contrastive":[123],"learning,":[124],"enabling":[125],"extract":[129],"robust":[130],"representations":[131],"leveraging":[133],"local":[134,176],"structural":[135],"patterns":[136],"corals.":[138],"enhancement":[140],"significantly":[141],"improves":[142],"accuracy,":[144],"particularly":[145],"with":[148],"intra-class":[150],"variation,":[151],"leading":[152],"overall":[155],"76.52%":[158],"10-shot":[162],"evaluation.":[163],"Additionally,":[164],"exploits":[167],"repetitive":[169],"structures":[170],"inherent":[171],"corals,":[173],"introducing":[174],"aggregation":[178],"strategy":[179],"refines":[181],"through":[183],"spatial":[184],"information":[185],"integration.":[186],"Beyond":[187],"technical":[189],"contributions,":[190],"this":[191],"presents":[193],"scalable":[195],"efficient":[197],"automated":[200],"reef":[202],"monitoring,":[203],"reducing":[204],"annotation":[205],"costs":[206],"maintaining":[208],"accuracy.":[211],"By":[212],"improving":[213],"performance":[216],"environments,":[219],"our":[220],"monitoring":[223],"15%":[228],"compared":[229],"traditional":[231],"methods,":[232],"offering":[233],"practical":[235],"solution":[236],"large-scale":[238],"conservation":[240],"efforts.":[241]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
