{"id":"https://openalex.org/W4306406510","doi":"https://doi.org/10.3233/faia220344","title":"On the Importance of Color Pre-Processing for Object Detection in Submarine Images","display_name":"On the Importance of Color Pre-Processing for Object Detection in Submarine Images","publication_year":2022,"publication_date":"2022-10-17","ids":{"openalex":"https://openalex.org/W4306406510","doi":"https://doi.org/10.3233/faia220344"},"language":"en","primary_location":{"id":"doi:10.3233/faia220344","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220344","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220344","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220344","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028410237","display_name":"Jos\u00e9-Luis Lisani","orcid":"https://orcid.org/0000-0002-7004-2252"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jose-Luis Lisani","raw_affiliation_strings":["Universitat Illes Balears (UIB), Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Illes Balears (UIB), Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050588205","display_name":"Ana Bel\u00e9n Petro","orcid":"https://orcid.org/0000-0002-6462-036X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ana Bel\u00e9n Petro","raw_affiliation_strings":["Universitat Illes Balears (UIB), Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Illes Balears (UIB), Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040945291","display_name":"Catalina Sbert","orcid":"https://orcid.org/0000-0003-1219-4474"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Catalina Sbert","raw_affiliation_strings":["Universitat Illes Balears (UIB), Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Illes Balears (UIB), Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054493318","display_name":"Amaya \u00c1lvarez-Ellacur\u00eda","orcid":null},"institutions":[{"id":"https://openalex.org/I134820265","display_name":"Consejo Superior de Investigaciones Cient\u00edficas","ror":"https://ror.org/02gfc7t72","country_code":"ES","type":"funder","lineage":["https://openalex.org/I134820265"]},{"id":"https://openalex.org/I4210116941","display_name":"Mediterranean Institute for Advanced Studies","ror":"https://ror.org/02e9dby02","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210116941","https://openalex.org/I50441567"]},{"id":"https://openalex.org/I4210100015","display_name":"Mediterranean Institute for Advanced Studies","ror":"https://ror.org/014nmkx89","country_code":"SI","type":"facility","lineage":["https://openalex.org/I4210100015"]}],"countries":["ES","SI"],"is_corresponding":false,"raw_author_name":"Amaya \u00c1lvarez-Ellacur\u00eda","raw_affiliation_strings":["Imedea (Uib-Csic), Spain","IMEDEA (UIB-CSIC), Spain"],"affiliations":[{"raw_affiliation_string":"Imedea (Uib-Csic), Spain","institution_ids":["https://openalex.org/I4210100015"]},{"raw_affiliation_string":"IMEDEA (UIB-CSIC), Spain","institution_ids":["https://openalex.org/I134820265","https://openalex.org/I4210116941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046062037","display_name":"Ignacio A. Catal\u00e1n","orcid":"https://orcid.org/0000-0002-6496-9182"},"institutions":[{"id":"https://openalex.org/I134820265","display_name":"Consejo Superior de Investigaciones Cient\u00edficas","ror":"https://ror.org/02gfc7t72","country_code":"ES","type":"funder","lineage":["https://openalex.org/I134820265"]},{"id":"https://openalex.org/I4210100015","display_name":"Mediterranean Institute for Advanced Studies","ror":"https://ror.org/014nmkx89","country_code":"SI","type":"facility","lineage":["https://openalex.org/I4210100015"]},{"id":"https://openalex.org/I4210116941","display_name":"Mediterranean Institute for Advanced Studies","ror":"https://ror.org/02e9dby02","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210116941","https://openalex.org/I50441567"]}],"countries":["ES","SI"],"is_corresponding":false,"raw_author_name":"Ignacio A. Catal\u00e1n","raw_affiliation_strings":["Imedea (Uib-Csic), Spain","IMEDEA (UIB-CSIC), Spain"],"affiliations":[{"raw_affiliation_string":"Imedea (Uib-Csic), Spain","institution_ids":["https://openalex.org/I4210100015"]},{"raw_affiliation_string":"IMEDEA (UIB-CSIC), Spain","institution_ids":["https://openalex.org/I134820265","https://openalex.org/I4210116941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087936202","display_name":"Miquel Palmer","orcid":"https://orcid.org/0000-0002-7875-3673"},"institutions":[{"id":"https://openalex.org/I134820265","display_name":"Consejo Superior de Investigaciones Cient\u00edficas","ror":"https://ror.org/02gfc7t72","country_code":"ES","type":"funder","lineage":["https://openalex.org/I134820265"]},{"id":"https://openalex.org/I4210116941","display_name":"Mediterranean Institute for Advanced Studies","ror":"https://ror.org/02e9dby02","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I4210116941","https://openalex.org/I50441567"]},{"id":"https://openalex.org/I4210100015","display_name":"Mediterranean Institute for Advanced Studies","ror":"https://ror.org/014nmkx89","country_code":"SI","type":"facility","lineage":["https://openalex.org/I4210100015"]}],"countries":["ES","SI"],"is_corresponding":false,"raw_author_name":"Miquel Palmer","raw_affiliation_strings":["Imedea (Uib-Csic), Spain","IMEDEA (UIB-CSIC), Spain"],"affiliations":[{"raw_affiliation_string":"Imedea (Uib-Csic), Spain","institution_ids":["https://openalex.org/I4210100015"]},{"raw_affiliation_string":"IMEDEA (UIB-CSIC), Spain","institution_ids":["https://openalex.org/I134820265","https://openalex.org/I4210116941"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5028410237"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.633,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.75139419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9668999910354614,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9668999910354614,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9653000235557556,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9452999830245972,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7278698682785034},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7194706201553345},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6102509498596191},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6096680164337158},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6095706820487976},{"id":"https://openalex.org/keywords/submarine","display_name":"Submarine","score":0.6060550212860107},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.601290225982666},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5683388113975525},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.53240966796875},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4790459871292114},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41198229789733887},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3380630612373352},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11521828174591064},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.11424925923347473},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08115318417549133}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7278698682785034},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7194706201553345},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6102509498596191},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6096680164337158},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6095706820487976},{"id":"https://openalex.org/C121327165","wikidata":"https://www.wikidata.org/wiki/Q2811","display_name":"Submarine","level":2,"score":0.6060550212860107},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.601290225982666},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5683388113975525},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.53240966796875},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4790459871292114},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41198229789733887},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3380630612373352},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11521828174591064},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.11424925923347473},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08115318417549133},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia220344","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220344","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220344","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia220344","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia220344","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA220344","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4306406510.pdf","grobid_xml":"https://content.openalex.org/works/W4306406510.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2009071067","https://openalex.org/W2091420866","https://openalex.org/W2150721269","https://openalex.org/W2523532944","https://openalex.org/W2572649260","https://openalex.org/W2763503841","https://openalex.org/W2973289689","https://openalex.org/W2997763120","https://openalex.org/W3063016731","https://openalex.org/W3089331796","https://openalex.org/W3095921757","https://openalex.org/W6809659600"],"related_works":["https://openalex.org/W2007544051","https://openalex.org/W1837097281","https://openalex.org/W1966410754","https://openalex.org/W2922421953","https://openalex.org/W2095705906","https://openalex.org/W2975200075","https://openalex.org/W2732308154","https://openalex.org/W1988485990","https://openalex.org/W3177406559","https://openalex.org/W2334336442"],"abstract_inverted_index":{"When":[0],"training":[1,19,55],"a":[2,8,50],"neural":[3],"network":[4],"for":[5],"object":[6,90],"detection":[7,67],"great":[9],"deal":[10],"of":[11,33,45,53,65,74,84],"effort":[12],"is":[13,26],"usually":[14],"devoted":[15],"to":[16,42],"augment":[17],"the":[18,30,34,43,54,63,72,82,85],"dataset.":[20],"The":[21],"rationale":[22],"behind":[23],"this":[24,58],"process":[25],"that":[27,71],"augmentation":[28],"increases":[29],"generalization":[31],"capability":[32],"network.":[35],"However,":[36],"little":[37],"attention":[38],"has":[39],"been":[40],"paid":[41],"application":[44,73],"image":[46],"enhancement":[47,77],"techniques":[48],"as":[49],"pre-processing":[51],"step":[52],"task.":[56],"In":[57],"paper":[59],"we":[60],"show,":[61],"in":[62,68],"context":[64],"fish":[66],"submarine":[69],"images,":[70],"classical":[75],"color":[76],"methods":[78],"may":[79],"improve":[80],"significantly":[81],"performance":[83],"well":[86],"known":[87],"Mask":[88],"R-CNN":[89],"detector.":[91]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
