{"id":"https://openalex.org/W4366448030","doi":"https://doi.org/10.1145/3584376.3584585","title":"Monkeypox Diagnosis with Convolutional Neural Networks Combined with Colour Space Models","display_name":"Monkeypox Diagnosis with Convolutional Neural Networks Combined with Colour Space Models","publication_year":2022,"publication_date":"2022-12-16","ids":{"openalex":"https://openalex.org/W4366448030","doi":"https://doi.org/10.1145/3584376.3584585"},"language":"en","primary_location":{"id":"doi:10.1145/3584376.3584585","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3584376.3584585","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3584376.3584585","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 4th International Conference on Robotics, Intelligent Control and Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3584376.3584585","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086272160","display_name":"Shuqi Zi","orcid":"https://orcid.org/0000-0002-0692-6192"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Shuqi Zi","raw_affiliation_strings":["School of Computing, Newcastle University, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Computing, Newcastle University, United Kingdom","institution_ids":["https://openalex.org/I84884186"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5086272160"],"corresponding_institution_ids":["https://openalex.org/I84884186"],"apc_list":null,"apc_paid":null,"fwci":0.0735,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.43563371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1179","last_page":"1184"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11767","display_name":"Poxvirus research and outbreaks","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2406","display_name":"Virology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11767","display_name":"Poxvirus research and outbreaks","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2406","display_name":"Virology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10625","display_name":"Herpesvirus Infections and Treatments","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11515","display_name":"Bacillus and Francisella bacterial research","score":0.9818999767303467,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/monkeypox","display_name":"Monkeypox","score":0.9716264009475708},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6780107617378235},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6765816807746887},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6700729727745056},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5429044365882874},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.5159136056900024},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4856216013431549},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4557177722454071},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.43952932953834534},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43481189012527466}],"concepts":[{"id":"https://openalex.org/C2778011067","wikidata":"https://www.wikidata.org/wiki/Q382370","display_name":"Monkeypox","level":5,"score":0.9716264009475708},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6780107617378235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6765816807746887},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6700729727745056},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5429044365882874},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.5159136056900024},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4856216013431549},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4557177722454071},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.43952932953834534},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43481189012527466},{"id":"https://openalex.org/C40767141","wikidata":"https://www.wikidata.org/wiki/Q285697","display_name":"Recombinant DNA","level":3,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C2781356689","wikidata":"https://www.wikidata.org/wiki/Q1986297","display_name":"Vaccinia","level":4,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3584376.3584585","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3584376.3584585","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3584376.3584585","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 4th International Conference on Robotics, Intelligent Control and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3584376.3584585","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3584376.3584585","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3584376.3584585","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2022 4th International Conference on Robotics, Intelligent Control and Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4366448030.pdf"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W2097202840","https://openalex.org/W2166347817","https://openalex.org/W4287832380","https://openalex.org/W6739414991"],"related_works":["https://openalex.org/W3192840557","https://openalex.org/W3166467183","https://openalex.org/W3091976719","https://openalex.org/W3189091156","https://openalex.org/W2997709384","https://openalex.org/W4366224123","https://openalex.org/W2774550181","https://openalex.org/W2738221750","https://openalex.org/W2963958939","https://openalex.org/W3173182854"],"abstract_inverted_index":{"The":[0,75,121],"rapidly":[1],"rising":[2],"incidence":[3],"of":[4,32,47,87,110,147],"monkeypox":[5,33,132],"has":[6],"gradually":[7],"become":[8],"an":[9,108],"emerging":[10],"infectious":[11],"disease":[12],"threat.":[13],"An":[14],"effective":[15,68,141],"and":[16,34,58,140],"quick":[17],"strategy":[18],"for":[19,131,143],"early":[20],"diagnosis":[21],"potentially":[22],"can":[23,136],"reduce":[24],"its":[25],"infectiousness.":[26],"This":[27],"paper":[28],"explores":[29],"the":[30,45,51,56,66,71,85,99,117,144],"classification":[31,86],"other":[35],"skin":[36],"diseases":[37],"using":[38],"CNN":[39,77,127],"models.":[40,120],"Specifically,":[41],"we":[42],"first":[43],"increase":[44],"amount":[46],"data":[48,52],"by":[49,95],"applying":[50],"augmentation":[53],"method":[54],"to":[55,64,81,84],"images,":[57],"colour":[59],"feature":[60],"selection":[61],"is":[62,79,129],"performed":[63],"use":[65],"most":[67],"RGB":[69],"as":[70],"image":[72],"input":[73],"feature.":[74],"presented":[76],"model":[78,106,128,135],"constructed":[80],"be":[82,137],"applicable":[83],"monkey":[88],"pox.":[89],"We":[90],"evaluate":[91],"our":[92,126],"model's":[93],"efficacy":[94],"contrasting":[96],"it":[97],"with":[98],"widely":[100],"accepted":[101],"transfer":[102,118],"learning":[103,119],"approaches.":[104],"Our":[105,134],"achieves":[107],"accuracy":[109,115],"91%,":[111],"presenting":[112],"8-17%":[113],"higher":[114],"than":[116],"experimental":[122],"results":[123],"demonstrate":[124],"that":[125],"superior":[130],"classification.":[133],"a":[138],"reliable":[139],"tool":[142],"initial":[145],"screening":[146],"monkeypox.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}