{"id":"https://openalex.org/W7131072813","doi":"https://doi.org/10.1109/iccvw69036.2025.00226","title":"Benchmarking Out-of-Distribution Detection for Plankton Recognition: A Systematic Evaluation of Advanced Methods in Marine Ecological Monitoring","display_name":"Benchmarking Out-of-Distribution Detection for Plankton Recognition: A Systematic Evaluation of Advanced Methods in Marine Ecological Monitoring","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7131072813","doi":"https://doi.org/10.1109/iccvw69036.2025.00226"},"language":null,"primary_location":{"id":"doi:10.1109/iccvw69036.2025.00226","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvw69036.2025.00226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111287151","display_name":"Yingzi Han","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yingzi Han","raw_affiliation_strings":["Beijing Normal University,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126644388","display_name":"Jiakai He","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiakai He","raw_affiliation_strings":["Beijing Normal University,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126590909","display_name":"Chuanlong Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanlong Xie","raw_affiliation_strings":["Beijing Normal University,China"],"affiliations":[{"raw_affiliation_string":"Beijing Normal University,China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067578648","display_name":"J. C. Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Li","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences China","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5111287151"],"corresponding_institution_ids":["https://openalex.org/I25254941"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79009935,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2163","last_page":"2173"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10032","display_name":"Marine and coastal ecosystems","score":0.257999986410141,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10032","display_name":"Marine and coastal ecosystems","score":0.257999986410141,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11985","display_name":"Marine Toxins and Detection Methods","score":0.10379999876022339,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"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/T12640","display_name":"Environmental DNA in Biodiversity Studies","score":0.06400000303983688,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/plankton","display_name":"Plankton","score":0.7117999792098999},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6902999877929688},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5910000205039978},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5881999731063843},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4345000088214874},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4203000068664551}],"concepts":[{"id":"https://openalex.org/C108469399","wikidata":"https://www.wikidata.org/wiki/Q25367","display_name":"Plankton","level":2,"score":0.7117999792098999},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6902999877929688},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5910000205039978},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5881999731063843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5878000259399414},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4345000088214874},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4203000068664551},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.33219999074935913},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32659998536109924},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2985000014305115},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2957000136375427},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2953000068664551},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.28839999437332153},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.28139999508857727},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C118530786","wikidata":"https://www.wikidata.org/wiki/Q1134732","display_name":"Instrumentation (computer programming)","level":2,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccvw69036.2025.00226","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvw69036.2025.00226","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8014600276947021,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1530098540","https://openalex.org/W1932198206","https://openalex.org/W2001610032","https://openalex.org/W2007339694","https://openalex.org/W2015745448","https://openalex.org/W2047643928","https://openalex.org/W2122646361","https://openalex.org/W2145607950","https://openalex.org/W2194775991","https://openalex.org/W2549139847","https://openalex.org/W2732026016","https://openalex.org/W2752782242","https://openalex.org/W2945060813","https://openalex.org/W2963149653","https://openalex.org/W2963446712","https://openalex.org/W2963588253","https://openalex.org/W2964059111","https://openalex.org/W2969985801","https://openalex.org/W3004564258","https://openalex.org/W3013557831","https://openalex.org/W3045216516","https://openalex.org/W3129476962","https://openalex.org/W3154077502","https://openalex.org/W3156366347","https://openalex.org/W3209059101","https://openalex.org/W3211309061","https://openalex.org/W4288060953","https://openalex.org/W4308603317","https://openalex.org/W4312284582","https://openalex.org/W4313645669","https://openalex.org/W4376620351","https://openalex.org/W4386083133","https://openalex.org/W4387233896","https://openalex.org/W4390611225","https://openalex.org/W4391771692","https://openalex.org/W4394760969","https://openalex.org/W4394931726","https://openalex.org/W4395082323","https://openalex.org/W4399929809","https://openalex.org/W4402660107","https://openalex.org/W4403132335","https://openalex.org/W4407359716","https://openalex.org/W4410407553","https://openalex.org/W4410535225","https://openalex.org/W4410540314"],"related_works":[],"abstract_inverted_index":{"Automated":[0],"plankton":[1,57,149,161,183],"recognition":[2,58,150],"models":[3],"face":[4],"significant":[5],"challenges":[6],"during":[7,42],"real-world":[8],"deployment":[9],"due":[10],"to":[11,39],"distribution":[12,91],"shifts":[13],"(Out-of-Distribution,":[14],"OoD)":[15],"between":[16],"training":[17],"and":[18,30,70,100,175],"test":[19],"data.":[20],"This":[21,135],"stems":[22],"from":[23],"plankton's":[24],"complex":[25],"morphologies,":[26],"vast":[27],"species":[28],"diversity,":[29],"the":[31,54,65,96,112,170],"continuous":[32],"discovery":[33],"of":[34,56,64,86,177],"novel":[35],"species,":[36],"which":[37],"leads":[38],"unpredictable":[40],"errors":[41],"inference.":[43],"Despite":[44],"rapid":[45],"advancements":[46],"in":[47,51,120,126,132,147,160,182],"OoD":[48,87,104,162],"detection":[49,105,180],"methods":[50,181],"recent":[52],"years,":[53],"field":[55],"still":[59],"lacks":[60],"a":[61,71,84,141,154],"systematic":[62,173],"integration":[63],"latest":[66],"computer":[67],"vision":[68],"developments":[69],"unified":[72],"benchmark":[73],"for":[74,144,157],"large-scale":[75],"evaluation.":[76],"To":[77,164],"address":[78],"this,":[79],"this":[80,167],"paper":[81],"meticulously":[82],"designed":[83],"series":[85],"benchmarks":[88],"simulating":[89],"various":[90],"shift":[92],"scenarios":[93,128],"based":[94],"on":[95],"DYB-PlanktonNet":[97],"dataset":[98],"[27],":[99],"systematically":[101],"evaluated":[102],"twenty-two":[103],"methods.":[106],"Extensive":[107],"experimental":[108],"results":[109],"demonstrate":[110],"that":[111],"ViM":[113],"[57]":[114],"method":[115],"significantly":[116],"outperforms":[117],"other":[118],"approaches":[119],"our":[121,165],"constructed":[122],"benchmarks,":[123],"particularly":[124],"excelling":[125],"Far-OoD":[127],"with":[129],"substantial":[130],"improvements":[131],"key":[133],"metries.":[134],"comprehensive":[136],"evaluation":[137,174],"not":[138],"only":[139],"provides":[140],"reliable":[142],"reference":[143],"algorithm":[145],"selection":[146],"automated":[148],"but":[151],"also":[152],"lays":[153],"solid":[155],"foundation":[156],"future":[158],"research":[159],"detection.":[163],"knowledge,":[166],"study":[168],"marks":[169],"first":[171],"large-scale,":[172],"analysis":[176],"Out-of-Distribution":[178],"data":[179],"recognition.":[184],"Code":[185],"is":[186],"available":[187],"at":[188],"https://github.com/BlackJack0083/PlanktonOoD.":[189]},"counts_by_year":[],"updated_date":"2026-02-25T06:17:34.324206","created_date":"2026-02-24T00:00:00"}
