{"id":"https://openalex.org/W4417465818","doi":"https://doi.org/10.1016/j.patcog.2025.112918","title":"MFSF2-NET: towards improved skin lesion diagnosis via multi-scale and multi-frequency-domain fusion","display_name":"MFSF2-NET: towards improved skin lesion diagnosis via multi-scale and multi-frequency-domain fusion","publication_year":2025,"publication_date":"2025-12-18","ids":{"openalex":"https://openalex.org/W4417465818","doi":"https://doi.org/10.1016/j.patcog.2025.112918"},"language":"en","primary_location":{"id":"doi:10.1016/j.patcog.2025.112918","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.patcog.2025.112918","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-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":null,"display_name":"Hui Liu","orcid":"https://orcid.org/0000-0002-7868-8314"},"institutions":[{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"education","lineage":["https://openalex.org/I154093214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Liu","raw_affiliation_strings":["College of Medical Engineering and Technology,Institute of Medical Engineering Interdisciplinary Research, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China"],"raw_orcid":"https://orcid.org/0000-0002-7868-8314","affiliations":[{"raw_affiliation_string":"College of Medical Engineering and Technology,Institute of Medical Engineering Interdisciplinary Research, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China","institution_ids":["https://openalex.org/I154093214"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yibo Dou","orcid":"https://orcid.org/0009-0004-8474-8848"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibo Dou","raw_affiliation_strings":["School of Software and Microelectronics, Peking University, Beijing, 102600, China"],"raw_orcid":"https://orcid.org/0009-0004-8474-8848","affiliations":[{"raw_affiliation_string":"School of Software and Microelectronics, Peking University, Beijing, 102600, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Meng Cao","orcid":"https://orcid.org/0009-0009-0794-1341"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Cao","raw_affiliation_strings":["School of Automation Science and Electrical Engineering,Beihang University, Beijing, 100191, China"],"raw_orcid":"https://orcid.org/0009-0009-0794-1341","affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering,Beihang University, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kai Wang","orcid":"https://orcid.org/0000-0002-6224-8453"},"institutions":[{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"education","lineage":["https://openalex.org/I154093214"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kai Wang","raw_affiliation_strings":["College of Medical Engineering and Technology,Institute of Medical Engineering Interdisciplinary Research, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China"],"raw_orcid":"https://orcid.org/0000-0002-6224-8453","affiliations":[{"raw_affiliation_string":"College of Medical Engineering and Technology,Institute of Medical Engineering Interdisciplinary Research, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China","institution_ids":["https://openalex.org/I154093214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102596205","display_name":"Yunmin Zou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105806","display_name":"Zhongda Hospital Southeast University","ror":"https://ror.org/01k3hq685","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105806"]},{"id":"https://openalex.org/I4210125177","display_name":"Wuxi No.2 People's Hospital","ror":"https://ror.org/0399zkh42","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125177"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yunmin Zou","raw_affiliation_strings":["Department of Dermatology, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, 210009, Jiangsu, China","The Department of Dermatology,Wuxi No.2 People\u2019s Hospital Wuxi, Wuxi, 214000, China"],"raw_orcid":"https://orcid.org/0000-0002-7513-8069","affiliations":[{"raw_affiliation_string":"Department of Dermatology, Zhongda Hospital, School of Medicine, Southeast University, Nanjing, 210009, Jiangsu, China","institution_ids":["https://openalex.org/I4210105806"]},{"raw_affiliation_string":"The Department of Dermatology,Wuxi No.2 People\u2019s Hospital Wuxi, Wuxi, 214000, China","institution_ids":["https://openalex.org/I4210125177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004865784","display_name":"Guoxiang Ma","orcid":"https://orcid.org/0000-0002-2002-4291"},"institutions":[{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"education","lineage":["https://openalex.org/I154093214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoxiang Ma","raw_affiliation_strings":["College of Medical Engineering and Technology,Institute of Medical Engineering Interdisciplinary Research, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China"],"raw_orcid":"https://orcid.org/0000-0002-2002-4291","affiliations":[{"raw_affiliation_string":"College of Medical Engineering and Technology,Institute of Medical Engineering Interdisciplinary Research, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China","institution_ids":["https://openalex.org/I154093214"]}]},{"author_position":"last","author":{"id":null,"display_name":"Chaohui Li","orcid":"https://orcid.org/0009-0001-2797-4476"},"institutions":[{"id":"https://openalex.org/I154093214","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08","country_code":"CN","type":"education","lineage":["https://openalex.org/I154093214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaohui Li","raw_affiliation_strings":["School of Public Health, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China"],"raw_orcid":"https://orcid.org/0009-0001-2797-4476","affiliations":[{"raw_affiliation_string":"School of Public Health, Xinjiang Medical University, Urumqi, 830017, Xinjiang Uygur Autonomous Region, China","institution_ids":["https://openalex.org/I154093214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5102596205"],"corresponding_institution_ids":["https://openalex.org/I154093214","https://openalex.org/I4210105806","https://openalex.org/I4210125177"],"apc_list":{"value":2710,"currency":"USD","value_usd":2710},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.54516891,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"174","issue":null,"first_page":"112918","last_page":"112918"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9634000062942505,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9634000062942505,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.002199999988079071,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pyramid","display_name":"Pyramid (geometry)","score":0.7211999893188477},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6685000061988831},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5583000183105469},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5151000022888184},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.47350001335144043},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4684000015258789},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4530999958515167},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.42489999532699585}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7264999747276306},{"id":"https://openalex.org/C142575187","wikidata":"https://www.wikidata.org/wiki/Q3358290","display_name":"Pyramid (geometry)","level":2,"score":0.7211999893188477},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7105000019073486},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6685000061988831},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5583000183105469},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5151000022888184},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.47350001335144043},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4684000015258789},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4530999958515167},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.42489999532699585},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41359999775886536},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.3862000107765198},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3846000134944916},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.36309999227523804},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.3474999964237213},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.33480000495910645},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3325999975204468},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3199999928474426},{"id":"https://openalex.org/C2988168687","wikidata":"https://www.wikidata.org/wiki/Q949302","display_name":"Skin lesion","level":2,"score":0.30869999527931213},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2985000014305115},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2637999951839447}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.patcog.2025.112918","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.patcog.2025.112918","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6009280531","display_name":null,"funder_award_id":"XJEDU2025J063","funder_id":"https://openalex.org/F4320322966","funder_display_name":"Xinjiang Medical University"},{"id":"https://openalex.org/G613656782","display_name":null,"funder_award_id":"12461101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322966","display_name":"Xinjiang Medical University","ror":"https://ror.org/01p455v08"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2558580397","https://openalex.org/W3014974815","https://openalex.org/W3175515048","https://openalex.org/W4205485472","https://openalex.org/W4293162951","https://openalex.org/W4296068991","https://openalex.org/W4313032421","https://openalex.org/W4386858051","https://openalex.org/W4387199878","https://openalex.org/W4388407794","https://openalex.org/W4399556720","https://openalex.org/W4400881081","https://openalex.org/W4402542261","https://openalex.org/W4403674665","https://openalex.org/W4403777173","https://openalex.org/W4404124237","https://openalex.org/W4405953164","https://openalex.org/W4406746762","https://openalex.org/W4407734856"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-02-03T00:53:05.648605","created_date":"2025-12-18T00:00:00"}
