{"id":"https://openalex.org/W4394597531","doi":"https://doi.org/10.1109/wacv57701.2024.00584","title":"Image Labels Are All You Need for Coarse Seagrass Segmentation","display_name":"Image Labels Are All You Need for Coarse Seagrass Segmentation","publication_year":2024,"publication_date":"2024-01-03","ids":{"openalex":"https://openalex.org/W4394597531","doi":"https://doi.org/10.1109/wacv57701.2024.00584"},"language":"en","primary_location":{"id":"doi:10.1109/wacv57701.2024.00584","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv57701.2024.00584","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5021373078","display_name":"Scarlett Raine","orcid":"https://orcid.org/0000-0003-1513-0513"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Scarlett Raine","raw_affiliation_strings":["Queensland University of Technology,QUT Centre for Robotics,Australia","CSIRO Data61, Australia","QUT Centre for Robotics, Queensland University of Technology, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queensland University of Technology,QUT Centre for Robotics,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"CSIRO Data61, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"QUT Centre for Robotics, Queensland University of Technology, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063589211","display_name":"Ross Marchant","orcid":"https://orcid.org/0000-0003-2248-0378"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ross Marchant","raw_affiliation_strings":["Image Analytics,Australia","Image Analytics, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Image Analytics,Australia","institution_ids":[]},{"raw_affiliation_string":"Image Analytics, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016833682","display_name":"Branislav Kus\u00fd","orcid":"https://orcid.org/0000-0001-9082-3243"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Brano Kusy","raw_affiliation_strings":["CSIRO Data61,Australia","CSIRO Data61, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSIRO Data61,Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"CSIRO Data61, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078908478","display_name":"Fr\u00e9d\u00e9ric Maire","orcid":"https://orcid.org/0000-0002-6212-7651"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Frederic Maire","raw_affiliation_strings":["Queensland University of Technology,QUT Centre for Robotics,Australia","QUT Centre for Robotics, Queensland University of Technology, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queensland University of Technology,QUT Centre for Robotics,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"QUT Centre for Robotics, Queensland University of Technology, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071424922","display_name":"Tobias Fischer","orcid":"https://orcid.org/0000-0003-2183-017X"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tobias Fischer","raw_affiliation_strings":["Queensland University of Technology,QUT Centre for Robotics,Australia","QUT Centre for Robotics, Queensland University of Technology, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queensland University of Technology,QUT Centre for Robotics,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"QUT Centre for Robotics, Queensland University of Technology, Australia","institution_ids":["https://openalex.org/I160993911"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":27.6236,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.99739777,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"5931","last_page":"5940"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10643","display_name":"Marine and coastal plant biology","score":0.9297000169754028,"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/T10643","display_name":"Marine and coastal plant biology","score":0.9297000169754028,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/seagrass","display_name":"Seagrass","score":0.9108107686042786},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6489688158035278},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6097375154495239},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5760653018951416},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5468981266021729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5324239730834961},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.09101101756095886},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.06813004612922668}],"concepts":[{"id":"https://openalex.org/C2777400808","wikidata":"https://www.wikidata.org/wiki/Q646660","display_name":"Seagrass","level":3,"score":0.9108107686042786},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6489688158035278},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6097375154495239},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5760653018951416},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5468981266021729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5324239730834961},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.09101101756095886},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.06813004612922668},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wacv57701.2024.00584","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv57701.2024.00584","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320983","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W2094685499","https://openalex.org/W2194775991","https://openalex.org/W2791407042","https://openalex.org/W2904414252","https://openalex.org/W2910715248","https://openalex.org/W2965525681","https://openalex.org/W2971982243","https://openalex.org/W2979429364","https://openalex.org/W3004984378","https://openalex.org/W3007694530","https://openalex.org/W3091600481","https://openalex.org/W3130857053","https://openalex.org/W3133820028","https://openalex.org/W3134739465","https://openalex.org/W3140094970","https://openalex.org/W3152635971","https://openalex.org/W3175281730","https://openalex.org/W3175575864","https://openalex.org/W3176719058","https://openalex.org/W3197418087","https://openalex.org/W3211062794","https://openalex.org/W3216551675","https://openalex.org/W3216717982","https://openalex.org/W4200095096","https://openalex.org/W4200203047","https://openalex.org/W4200258020","https://openalex.org/W4200625857","https://openalex.org/W4210618466","https://openalex.org/W4226320643","https://openalex.org/W4283819124","https://openalex.org/W4306178645","https://openalex.org/W4306253042","https://openalex.org/W4306399685","https://openalex.org/W4312363205","https://openalex.org/W4312420092","https://openalex.org/W4313476004","https://openalex.org/W4319300288","https://openalex.org/W4320350340","https://openalex.org/W4386075882","https://openalex.org/W6774300495","https://openalex.org/W6790019176","https://openalex.org/W6791353385","https://openalex.org/W6798805250","https://openalex.org/W6811433417","https://openalex.org/W6850520273"],"related_works":["https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2772917594","https://openalex.org/W2775347418","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Seagrass":[0],"meadows":[1,42],"serve":[2],"as":[3,66,124],"critical":[4],"carbon":[5,12],"sinks,":[6],"but":[7],"estimating":[8],"the":[9,18,36,118,155,163,172,178,194,207],"amount":[10],"of":[11,17,40,120,136,200],"they":[13],"store":[14],"requires":[15],"knowledge":[16],"seagrass":[19,41,49,64,173],"species":[20],"present.":[21],"Underwater":[22],"and":[23,38,51,88,109,112,138,167,198],"surface":[24,210],"vehicles":[25],"equipped":[26],"with":[27],"machine":[28],"learning":[29],"algorithms":[30],"can":[31],"help":[32],"to":[33,85,141],"accurately":[34],"estimate":[35],"composition":[37],"extent":[39],"at":[43,93],"scale.":[44],"However,":[45],"previous":[46,148],"approaches":[47,149],"for":[48,162,171,188],"detection":[50,192],"classification":[52,65],"have":[53],"required":[54],"supervision":[55],"from":[56],"patch-level":[57,86,89,152],"labels.":[58],"In":[59],"this":[60,97],"paper,":[61],"we":[62,99],"reframe":[63],"a":[67,114,125],"weakly":[68],"supervised":[69],"coarse":[70],"segmentation":[71],"problem":[72],"where":[73],"image-level":[74],"labels":[75,83,153],"are":[76,91],"used":[77],"during":[78],"training":[79],"(25":[80],"times":[81],"fewer":[82],"compared":[84],"labeling)":[87],"outputs":[90],"obtained":[92],"inference":[94],"time.":[95],"To":[96],"end,":[98],"introduce":[100],"SeaFeats,":[101],"an":[102,134],"architecture":[103],"that":[104,116,133,150],"uses":[105],"unsupervised":[106],"contrastive":[107],"pre-training":[108],"feature":[110],"similarity,":[111],"SeaCLIP,":[113],"model":[115],"showcases":[117],"effectiveness":[119],"large":[121],"language":[122],"models":[123],"supervisory":[126],"signal":[127],"in":[128],"domain-specific":[129],"applications.":[130],"We":[131,182],"demonstrate":[132],"ensemble":[135],"SeaFeats":[137],"SeaCLIP":[139],"leads":[140],"highly":[142],"robust":[143],"performance.":[144],"Our":[145],"method":[146,202],"outperforms":[147],"require":[151],"on":[154,177,193,203],"multi-species":[156],"\u2018DeepSeagrass\u2019":[157],"dataset":[158],"by":[159,168,206],"6.8%":[160],"(absolute)":[161,170],"class-weighted":[164],"F1":[165,175],"score,":[166],"12.1%":[169],"presence/absence":[174],"score":[176],"\u2018Global":[179],"Wetlands\u2019":[180],"dataset.":[181],"also":[183],"present":[184],"two":[185],"case":[186],"studies":[187],"real-world":[189],"deployment:":[190],"outlier":[191],"Global":[195],"Wetlands":[196],"dataset,":[197],"application":[199],"our":[201],"imagery":[204],"collected":[205],"FloatyBoat":[208],"autonomous":[209],"vehicle.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
