{"id":"https://openalex.org/W4401750050","doi":"https://doi.org/10.1109/isbi56570.2024.10635293","title":"Saliency-Guided and Patch-Based Mixup for Long-Tailed Skin Cancer Image Classification","display_name":"Saliency-Guided and Patch-Based Mixup for Long-Tailed Skin Cancer Image Classification","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4401750050","doi":"https://doi.org/10.1109/isbi56570.2024.10635293"},"language":"en","primary_location":{"id":"doi:10.1109/isbi56570.2024.10635293","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635293","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","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/A5104330979","display_name":"Tianyunxi Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianyunxi Wei","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079055375","display_name":"Yijin Huang","orcid":"https://orcid.org/0000-0002-0988-0134"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijin Huang","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459666","display_name":"Li Lin","orcid":"https://orcid.org/0000-0002-9789-0825"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Lin","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025516568","display_name":"Pujin Cheng","orcid":"https://orcid.org/0009-0000-4844-5146"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Pujin Cheng","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong SAR,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong SAR,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101858043","display_name":"Sirui Li","orcid":"https://orcid.org/0009-0003-7618-9831"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sirui Li","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001406512","display_name":"Xiaoying Tang","orcid":"https://orcid.org/0000-0002-9610-0318"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoying Tang","raw_affiliation_strings":["Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,Department of Electronic and Electrical Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5104330979"],"corresponding_institution_ids":["https://openalex.org/I3045169105"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12806892,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.996399998664856,"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"}},"topics":[{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.996399998664856,"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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9944000244140625,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9926000237464905,"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/computer-science","display_name":"Computer science","score":0.606615424156189},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.597396194934845},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5145158767700195},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5030273795127869},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45336583256721497},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4384388327598572},{"id":"https://openalex.org/keywords/skin-cancer","display_name":"Skin cancer","score":0.4132697284221649},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36282879114151},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21772906184196472},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.08765468001365662}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.606615424156189},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.597396194934845},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5145158767700195},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5030273795127869},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45336583256721497},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4384388327598572},{"id":"https://openalex.org/C2777789703","wikidata":"https://www.wikidata.org/wiki/Q192102","display_name":"Skin cancer","level":3,"score":0.4132697284221649},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36282879114151},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21772906184196472},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.08765468001365662}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi56570.2024.10635293","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi56570.2024.10635293","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.41999998688697815,"display_name":"Zero hunger"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1973190657","https://openalex.org/W2767106145","https://openalex.org/W2883780447","https://openalex.org/W2932083555","https://openalex.org/W2963163009","https://openalex.org/W2992308087","https://openalex.org/W3033721867","https://openalex.org/W3034601242","https://openalex.org/W3035552357","https://openalex.org/W3094502228","https://openalex.org/W3125815192","https://openalex.org/W3175613352","https://openalex.org/W3176474016","https://openalex.org/W3217385406","https://openalex.org/W4214576162","https://openalex.org/W4214718285","https://openalex.org/W4224982678","https://openalex.org/W4287812705","https://openalex.org/W4296121252","https://openalex.org/W4307823382","https://openalex.org/W4312244159","https://openalex.org/W4391582571","https://openalex.org/W6776700526"],"related_works":["https://openalex.org/W3108298832","https://openalex.org/W2055939901","https://openalex.org/W2018724029","https://openalex.org/W4388992558","https://openalex.org/W3117633420","https://openalex.org/W2149119736","https://openalex.org/W3211320611","https://openalex.org/W2279766832","https://openalex.org/W3165395358","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Medical":[0],"image":[1,98,104,114],"datasets":[2],"often":[3,65],"exhibit":[4],"long-tailed":[5,19,95],"distributions":[6],"due":[7],"to":[8,71],"the":[9,29,39,119,130,134,141,149,153],"inherent":[10],"challenges":[11,67],"in":[12,38,44,76],"medical":[13],"data":[14],"collection":[15],"and":[16,90,105,128],"annotation.":[17],"In":[18,80],"contexts,":[20],"some":[21],"common":[22],"disease":[23,41],"categories":[24],"account":[25],"for":[26,94,126],"most":[27],"of":[28,47,121,133,140,155],"data,":[30],"while":[31],"only":[32],"a":[33,85,102,106,111],"few":[34],"samples":[35],"are":[36,146],"available":[37,165],"rare":[40],"categories,":[42],"resulting":[43],"poor":[45],"performance":[46],"deep":[48],"learning":[49],"methods.":[50,160],"To":[51],"address":[52],"this":[53,81],"issue,":[54],"previous":[55],"approaches":[56],"have":[57],"employed":[58],"class":[59],"re-sampling":[60],"or":[61,74],"re-weighting":[62],"techniques,":[63],"which":[64,124],"encounter":[66],"such":[68],"as":[69],"overfitting":[70],"tail":[72,135],"classes":[73,136],"difficulties":[75],"optimization":[77],"during":[78],"training.":[79],"work,":[82],"we":[83,109],"propose":[84],"novel":[86],"approach,":[87],"namely":[88],"Saliency-guided":[89],"Patch-based":[91],"Mixup":[92],"(SPMix)":[93],"skin":[96],"cancer":[97],"classification.":[99],"Specifically,":[100],"given":[101],"tail-class":[103,113],"head-class":[107,142],"image,":[108],"generate":[110],"new":[112],"by":[115],"mixing":[116],"them":[117],"under":[118],"guidance":[120],"saliency":[122],"mapping,":[123],"allows":[125],"preserving":[127],"augmenting":[129],"discriminative":[131],"features":[132],"without":[137],"any":[138],"interference":[139],"features.":[143],"Extensive":[144],"experiments":[145],"conducted":[147],"on":[148],"ISIC2018":[150],"dataset,":[151],"demonstrating":[152],"superiority":[154],"SPMix":[156],"over":[157],"existing":[158],"state-of-the-art":[159],"The":[161],"source":[162],"code":[163],"is":[164],"at":[166],"https://github.com/Yancy10-1/SPMix.":[167]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}