{"id":"https://openalex.org/W4404835145","doi":"https://doi.org/10.1016/j.procs.2024.09.211","title":"Colour Channel Separation and Recombination of Images to Improve Object Detection of Diffuse Characters","display_name":"Colour Channel Separation and Recombination of Images to Improve Object Detection of Diffuse Characters","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404835145","doi":"https://doi.org/10.1016/j.procs.2024.09.211"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2024.09.211","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2024.09.211","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2024.09.211","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103061126","display_name":"Mayank Roy","orcid":"https://orcid.org/0000-0001-7948-6987"},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Mayank Roy","raw_affiliation_strings":["Department of Computer Science, UiT The Arctic University of Norway, 9019 Troms\u00f8, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, UiT The Arctic University of Norway, 9019 Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060313861","display_name":"Anne H\u00e5kansson","orcid":null},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"education","lineage":["https://openalex.org/I78037679"]},{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["NO","SE"],"is_corresponding":false,"raw_author_name":"Anne H\u00e5kansson","raw_affiliation_strings":["Department of Computer Science, UiT The Arctic University of Norway, 9019 Troms\u00f8, Norway","KTH Royal Institute of Technology, Department of Software and Computer Systems, SE-164 40 Kista, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, UiT The Arctic University of Norway, 9019 Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]},{"raw_affiliation_string":"KTH Royal Institute of Technology, Department of Software and Computer Systems, SE-164 40 Kista, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114876632","display_name":"Ann-Sofie Backman","orcid":null},"institutions":[{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]},{"id":"https://openalex.org/I4210103464","display_name":"Ersta sjukhus","ror":"https://ror.org/019tstz42","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I4210103464"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ann-Sofie Backman","raw_affiliation_strings":["Dept. of Medicine, Huddinge, Karolinska Institutet, 141 86 Stockholm, Sweden","Gastroenterology unit, Dept. of Medicine, Ersta Hospital, 116 30 Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Medicine, Huddinge, Karolinska Institutet, 141 86 Stockholm, Sweden","institution_ids":["https://openalex.org/I28166907"]},{"raw_affiliation_string":"Gastroenterology unit, Dept. of Medicine, Ersta Hospital, 116 30 Stockholm, Sweden","institution_ids":["https://openalex.org/I4210103464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114876633","display_name":"Camilla Wijkstr\u00f6m","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103464","display_name":"Ersta sjukhus","ror":"https://ror.org/019tstz42","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I4210103464"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Camilla Wijkstr\u00f6m","raw_affiliation_strings":["Gastroenterology unit, Dept. of Medicine, Ersta Hospital, 116 30 Stockholm, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gastroenterology unit, Dept. of Medicine, Ersta Hospital, 116 30 Stockholm, Sweden","institution_ids":["https://openalex.org/I4210103464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042297343","display_name":"Jonas Varkey","orcid":"https://orcid.org/0000-0002-3499-7051"},"institutions":[{"id":"https://openalex.org/I2801112325","display_name":"Sahlgrenska University Hospital","ror":"https://ror.org/04vgqjj36","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801112325"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jonas Varkey","raw_affiliation_strings":["Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","Division of Gastroenterology, Department of Medicine, Sahlgrenska University Hospital, 405 30 Gothenburg, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Division of Gastroenterology, Department of Medicine, Sahlgrenska University Hospital, 405 30 Gothenburg, Sweden","institution_ids":["https://openalex.org/I2801112325"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Naz Mohammed Salih","orcid":null},"institutions":[{"id":"https://openalex.org/I2801112325","display_name":"Sahlgrenska University Hospital","ror":"https://ror.org/04vgqjj36","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801112325"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Naz Mohammed Salih","raw_affiliation_strings":["Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","Sahlgrenska University Hospital/M\u00f6lndal, G\u00f6teborgsv\u00e4gen 31, 431 30 M\u00f6lndal, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Sahlgrenska University Hospital/M\u00f6lndal, G\u00f6teborgsv\u00e4gen 31, 431 30 M\u00f6lndal, Sweden","institution_ids":["https://openalex.org/I2801112325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029325201","display_name":"Nikolaos Papachrysos","orcid":"https://orcid.org/0000-0002-2372-2554"},"institutions":[{"id":"https://openalex.org/I2801112325","display_name":"Sahlgrenska University Hospital","ror":"https://ror.org/04vgqjj36","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801112325"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Nikolaos Papachrysos","raw_affiliation_strings":["Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","Sahlgrenska University Hospital/\u00d6stra, Diagnosv\u00e4gen 11, 416 50 Gothenburg, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Sahlgrenska University Hospital/\u00d6stra, Diagnosv\u00e4gen 11, 416 50 Gothenburg, Sweden","institution_ids":["https://openalex.org/I2801112325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114876634","display_name":"Olle Mannheimer","orcid":null},"institutions":[{"id":"https://openalex.org/I2801112325","display_name":"Sahlgrenska University Hospital","ror":"https://ror.org/04vgqjj36","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801112325"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Olle Mannheimer","raw_affiliation_strings":["Region V\u00e4stra G\u00f6taland, Sahlgrenska University Hospital, Department of Research, Development, Education and Innovation, Sahlgrenska University Hospital, 413 90, Gothenburg, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Region V\u00e4stra G\u00f6taland, Sahlgrenska University Hospital, Department of Research, Development, Education and Innovation, Sahlgrenska University Hospital, 413 90, Gothenburg, Sweden","institution_ids":["https://openalex.org/I2801112325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004429568","display_name":"Peter T. Schmidt","orcid":"https://orcid.org/0000-0001-8338-5468"},"institutions":[{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Peter Thelin Schmidt","raw_affiliation_strings":["Department of Medical Sciences, Uppsala University, 751 85 05 Uppsala, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Sciences, Uppsala University, 751 85 05 Uppsala, Sweden","institution_ids":["https://openalex.org/I123387679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078436473","display_name":"Stephan Brackmann","orcid":"https://orcid.org/0000-0001-6434-0571"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]},{"id":"https://openalex.org/I2800192669","display_name":"Akershus University Hospital","ror":"https://ror.org/0331wat71","country_code":"NO","type":"healthcare","lineage":["https://openalex.org/I2800192669"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Stephan Brackmann","raw_affiliation_strings":["Department of Gastroenterology, Division of Medicine, Akershus University Hospital, 1478 L\u00f8renskog, Norway","Institute for Clinical Medicine, University of Oslo, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Division of Medicine, Akershus University Hospital, 1478 L\u00f8renskog, Norway","institution_ids":["https://openalex.org/I2800192669"]},{"raw_affiliation_string":"Institute for Clinical Medicine, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081724732","display_name":"Thomas de Lange","orcid":"https://orcid.org/0000-0003-3989-7487"},"institutions":[{"id":"https://openalex.org/I2801112325","display_name":"Sahlgrenska University Hospital","ror":"https://ror.org/04vgqjj36","country_code":"SE","type":"healthcare","lineage":["https://openalex.org/I2801112325"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Thomas de Lange","raw_affiliation_strings":["Department of Medicine and Emergencies, Sahlgrenska University Hospital/M\u00f6lndal, V\u00e4stra G\u00f6talandsregionen, 431 30 M\u00f6lndal, Sweden","Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine and Emergencies, Sahlgrenska University Hospital/M\u00f6lndal, V\u00e4stra G\u00f6talandsregionen, 431 30 M\u00f6lndal, Sweden","institution_ids":["https://openalex.org/I2801112325"]},{"raw_affiliation_string":"Department of Molecular and Clinical Medicine, Institute of Medicine, University of Gothenburg, 405 30 Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5353,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84115007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"246","issue":null,"first_page":"3457","last_page":"3466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12707","display_name":"Vehicle License Plate Recognition","score":0.9718999862670898,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11666","display_name":"Color Science and Applications","score":0.9668999910354614,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8874154090881348},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.6095184683799744},{"id":"https://openalex.org/keywords/separation","display_name":"Separation (statistics)","score":0.5609837174415588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5576735734939575},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5427646040916443},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49999141693115234},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.42944595217704773},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41353869438171387},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15657761693000793},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11886689066886902}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8874154090881348},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6095184683799744},{"id":"https://openalex.org/C2776061190","wikidata":"https://www.wikidata.org/wiki/Q7451805","display_name":"Separation (statistics)","level":2,"score":0.5609837174415588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5576735734939575},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5427646040916443},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49999141693115234},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.42944595217704773},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41353869438171387},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15657761693000793},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11886689066886902}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2024.09.211","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2024.09.211","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2024.09.211","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2024.09.211","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G576695230","display_name":null,"funder_award_id":"RS2021-0316","funder_id":"https://openalex.org/F4320309820","funder_display_name":"Universitetet i Troms\u00f8"}],"funders":[{"id":"https://openalex.org/F4320309820","display_name":"Universitetet i Troms\u00f8","ror":"https://ror.org/00wge5k78"},{"id":"https://openalex.org/F4320322315","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691"},{"id":"https://openalex.org/F4320322509","display_name":"Kungliga Tekniska H\u00f6gskolan","ror":"https://ror.org/026vcq606"},{"id":"https://openalex.org/F4320322570","display_name":"Stockholms L\u00e4ns Landsting","ror":"https://ror.org/02zrae794"},{"id":"https://openalex.org/F4320323416","display_name":"Sahlgrenska Universitetssjukhuset","ror":"https://ror.org/04vgqjj36"},{"id":"https://openalex.org/F4320323421","display_name":"G\u00f6teborgs Universitet","ror":"https://ror.org/01tm6cn81"},{"id":"https://openalex.org/F4320324119","display_name":"Uppsala Universitet","ror":"https://ror.org/048a87296"},{"id":"https://openalex.org/F4320327604","display_name":"Akershus Universitetssykehus","ror":"https://ror.org/0331wat71"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2033787223","https://openalex.org/W2146906769","https://openalex.org/W2285968993","https://openalex.org/W2339398717","https://openalex.org/W2607429371","https://openalex.org/W2778041123","https://openalex.org/W3119608944","https://openalex.org/W3120333390","https://openalex.org/W3168997536","https://openalex.org/W3193374122","https://openalex.org/W3195814479","https://openalex.org/W4254003938","https://openalex.org/W4388823657","https://openalex.org/W6703927658","https://openalex.org/W7018197219"],"related_works":["https://openalex.org/W2071676784","https://openalex.org/W4292513318","https://openalex.org/W4308092240","https://openalex.org/W2287611352","https://openalex.org/W320684304","https://openalex.org/W1509352139","https://openalex.org/W4385464961","https://openalex.org/W2791440692","https://openalex.org/W4292830139","https://openalex.org/W4319309705"],"abstract_inverted_index":{"Deep":[0],"Learning":[1],"has":[2],"the":[3,39,73,107,136,141,144,154,164,167,170,177,180],"ability":[4],"to":[5,71,80,91,113,121],"train":[6,122],"on":[7],"datasets":[8,116,165],"created":[9],"from":[10,87],"videos.":[11],"This":[12,55],"facility":[13],"makes":[14],"deep":[15,59],"learning":[16,60],"algorithms":[17],"suitable":[18],"for":[19,29],"detecting":[20],"distinct":[21],"objects":[22],"in":[23,47,97,106,143],"large":[24,40],"sets":[25],"of":[26,38,69,75,103,140],"frames,":[27],"particularly":[28],"delineating":[30],"anomalies":[31],"like":[32],"precancerous":[33,93],"lesions":[34,96],"during":[35],"surveillance":[36,88],"colonoscopies":[37],"bowel.":[41],"However,":[42],"capturing":[43],"subtle,":[44],"diffuse":[45],"characteristics":[46],"these":[48],"videos\u2019":[49],"frames":[50],"can":[51],"be":[52],"a":[53,58,85],"challenge.":[54,83],"paper":[56],"presents":[57],"system":[61],"that":[62,129,158],"uses":[63],"colour":[64,101],"channel":[65,138,172],"separation":[66],"and":[67,94,111,132,148,161],"recombination":[68],"images":[70,105,142],"improve":[72],"performance":[74],"an":[76],"object":[77,126,155],"detection":[78,127,156],"model,":[79],"tackle":[81],"this":[82],"Using":[84],"dataset":[86,108,145,178],"colonoscopy":[89],"videos":[90],"find":[92],"cancerous":[95],"IBD":[98],"patients,":[99],"individual":[100],"channels":[102],"RGB":[104,182],"are":[109,118],"separated":[110],"recombined":[112],"form":[114],"different":[115],"which":[117],"later":[119],"used":[120],"YOLOv8x":[123],"models.":[124],"The":[125],"model":[128,157],"is":[130,159],"trained":[131,160],"tested":[133,162],"with":[134,163],"only":[135],"blue":[137],"component":[139],"performs":[146],"better":[147],"gives":[149],"more":[150],"accurate":[151],"predictions":[152],"than":[153],"containing":[166,179],"green":[168],"and/or":[169],"red":[171],"images,":[173],"as":[174,176],"well":[175],"original":[181],"images.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}