{"id":"https://openalex.org/W4405602173","doi":"https://doi.org/10.1109/ivcnz64857.2024.10794460","title":"Towards Clinically Oriented Feature Detection for Melanoma: A Deep Learning Approach","display_name":"Towards Clinically Oriented Feature Detection for Melanoma: A Deep Learning Approach","publication_year":2024,"publication_date":"2024-12-04","ids":{"openalex":"https://openalex.org/W4405602173","doi":"https://doi.org/10.1109/ivcnz64857.2024.10794460"},"language":"en","primary_location":{"id":"doi:10.1109/ivcnz64857.2024.10794460","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivcnz64857.2024.10794460","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 39th International Conference on Image and Vision Computing New Zealand (IVCNZ)","raw_type":"proceedings-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":"https://openalex.org/A5006630094","display_name":"Taran Cyriac John","orcid":"https://orcid.org/0000-0003-4230-4857"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Taran Cyriac John","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050950060","display_name":"Qurrat Ul Ain","orcid":"https://orcid.org/0000-0002-6891-9887"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Qurrat UI Ain","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040232737","display_name":"Harith Al-Sahaf","orcid":"https://orcid.org/0000-0003-4633-6135"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Harith Al-Sahaf","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100400258","display_name":"Mengjie Zhang","orcid":"https://orcid.org/0000-0003-4463-9538"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Mengjie Zhang","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5006630094"],"corresponding_institution_ids":["https://openalex.org/I41156924"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21681275,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9926000237464905,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9851999878883362,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/computer-science","display_name":"Computer science","score":0.6620122790336609},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5414935946464539},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5046652555465698},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5006868839263916},{"id":"https://openalex.org/keywords/melanoma","display_name":"Melanoma","score":0.4552934467792511},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21329301595687866},{"id":"https://openalex.org/keywords/cancer-research","display_name":"Cancer research","score":0.1292535662651062}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6620122790336609},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5414935946464539},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5046652555465698},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5006868839263916},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.4552934467792511},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21329301595687866},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.1292535662651062},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ivcnz64857.2024.10794460","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ivcnz64857.2024.10794460","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 39th International Conference on Image and Vision Computing New Zealand (IVCNZ)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2096457735","https://openalex.org/W2146868224","https://openalex.org/W2194775991","https://openalex.org/W2797527544","https://openalex.org/W2806853752","https://openalex.org/W2808402517","https://openalex.org/W2962858109","https://openalex.org/W2963446712","https://openalex.org/W2998538103","https://openalex.org/W3034210623","https://openalex.org/W3038091703","https://openalex.org/W3113962394","https://openalex.org/W3164765801","https://openalex.org/W4220856798","https://openalex.org/W4313648826","https://openalex.org/W4393935425"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"The":[0,43,136],"alarming":[1],"rise":[2],"in":[3,40,46,94],"skin":[4,25,99],"cancer":[5],"incidence":[6],"and":[7,18,38,172],"mortality":[8],"rates":[9],"worldwide":[10],"underscores":[11],"the":[12,51,54,85,89,108,111,143,148,152,166,169],"urgent":[13],"need":[14],"for":[15,53,159],"effective":[16],"diagnostic":[17],"treatment":[19],"strategies.":[20],"Traditional":[21],"manual":[22],"inspection":[23],"of":[24,56,81,91,110,138,151,168],"lesions,":[26],"while":[27],"widely":[28],"practiced,":[29],"is":[30,157],"subject":[31],"to":[32,60,77,106,123,164],"limitations":[33],"such":[34],"as":[35],"inter-observer":[36],"variability":[37],"difficulties":[39],"early":[41],"detection.":[42],"rapid":[44],"advancements":[45],"Artificial":[47],"Intelligence":[48],"have":[49],"paved":[50],"way":[52],"development":[55],"Computer-Automated":[57],"Diagnostic":[58],"Systems":[59],"address":[61],"these":[62],"challenges.":[63],"This":[64,154],"study":[65],"proposes":[66],"a":[67,132],"multi-label":[68],"classification":[69],"pipeline":[70,113],"that":[71,119,146],"leverages":[72],"pre-trained":[73],"deep":[74],"learning":[75],"architectures":[76],"generate":[78],"explainable":[79],"detection":[80],"features":[82],"based":[83],"on":[84,131],"7-point":[86],"checklist,":[87],"with":[88],"aim":[90],"assisting":[92],"dermatologists":[93],"making":[95],"informed":[96,174],"decisions":[97,171],"regarding":[98],"lesion":[100],"malignancy.":[101],"Comprehensive":[102],"experiments":[103],"are":[104],"conducted":[105],"assess":[107,165],"performance":[109],"proposed":[112],"across":[114],"various":[115],"dermoscopic":[116],"structures,":[117],"demonstrating":[118],"it":[120],"performs":[121],"equivalently":[122],"or":[124],"statistically":[125],"significantly":[126],"outperforms":[127],"benchmark":[128],"methods":[129],"trained":[130],"publicly":[133],"available":[134],"dataset.":[135],"integration":[137,156],"visually":[139],"interpretable":[140],"explanations":[141],"highlights":[142],"salient":[144],"regions":[145],"influence":[147],"decision-making":[149],"process":[150],"model.":[153],"explainability":[155],"crucial":[158],"clinical":[160],"implementation,":[161],"enabling":[162],"clinicians":[163],"reliability":[167],"model's":[170],"make":[173],"judgments.":[175]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}