{"id":"https://openalex.org/W4403899408","doi":"https://doi.org/10.1145/3702638","title":"Survey on Adversarial Attack and Defense for Medical Image Analysis: Methods and Challenges","display_name":"Survey on Adversarial Attack and Defense for Medical Image Analysis: Methods and Challenges","publication_year":2024,"publication_date":"2024-10-30","ids":{"openalex":"https://openalex.org/W4403899408","doi":"https://doi.org/10.1145/3702638"},"language":"en","primary_location":{"id":"doi:10.1145/3702638","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3702638","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","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":"https://openalex.org/A5045529705","display_name":"Junhao Dong","orcid":"https://orcid.org/0000-0002-6232-9157"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhao Dong","raw_affiliation_strings":["Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","Sun Yat-Sen University,  Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6232-9157","affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Sun Yat-Sen University,  Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002583961","display_name":"Junxi Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junxi Chen","raw_affiliation_strings":["Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","Sun Yat-Sen University,  Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-2512-4438","affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Sun Yat-Sen University,  Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018298892","display_name":"Xiaohua Xie","orcid":"https://orcid.org/0000-0002-0310-4679"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohua Xie","raw_affiliation_strings":["Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","Sun Yat-Sen University,  Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0310-4679","affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Sun Yat-Sen University,  Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034685928","display_name":"Jianhuang Lai","orcid":"https://orcid.org/0000-0003-3883-2024"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhuang Lai","raw_affiliation_strings":["Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","Sun Yat-Sen University,  Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3883-2024","affiliations":[{"raw_affiliation_string":"Key Laboratory of Information Security Technology, Sun Yat-Sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Sun Yat-Sen University,  Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100353596","display_name":"Hao Chen","orcid":"https://orcid.org/0000-0002-8400-3780"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"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":"Hao Chen","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Hong Kong, Hong Kong","The Hong Kong University of Science and Technology,  Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-8400-3780","affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"The Hong Kong University of Science and Technology,  Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.067,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.98750206,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"57","issue":"3","first_page":"1","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9973999857902527,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9973999857902527,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9697999954223633,"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"}},{"id":"https://openalex.org/T11515","display_name":"Bacillus and Francisella bacterial research","score":0.9606999754905701,"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/computer-science","display_name":"Computer science","score":0.8642759919166565},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.8159671425819397},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4941096603870392},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.47787490487098694},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38457533717155457},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3668934106826782}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8642759919166565},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8159671425819397},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4941096603870392},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.47787490487098694},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38457533717155457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3668934106826782}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3702638","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3702638","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-162889","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-162889","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G3582312352","display_name":null,"funder_award_id":"ITS/028/21FP and MHP/002/22","funder_id":"https://openalex.org/F4320324196","funder_display_name":"Innovation and Technology Commission - Hong Kong"},{"id":"https://openalex.org/G4800738675","display_name":null,"funder_award_id":"12326618, 62072482, and 62202403","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/F4320324196","display_name":"Innovation and Technology Commission - Hong Kong","ror":"https://ror.org/04vf9tr09"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":221,"referenced_works":["https://openalex.org/W569478347","https://openalex.org/W1901129140","https://openalex.org/W1969496006","https://openalex.org/W2102238397","https://openalex.org/W2137130066","https://openalex.org/W2180612164","https://openalex.org/W2186518338","https://openalex.org/W2194775991","https://openalex.org/W2243397390","https://openalex.org/W2310992461","https://openalex.org/W2534467061","https://openalex.org/W2543927648","https://openalex.org/W2604505099","https://openalex.org/W2611650229","https://openalex.org/W2725922920","https://openalex.org/W2727753969","https://openalex.org/W2746600820","https://openalex.org/W2751686900","https://openalex.org/W2765424254","https://openalex.org/W2774510177","https://openalex.org/W2807189427","https://openalex.org/W2835378829","https://openalex.org/W2890430415","https://openalex.org/W2890437351","https://openalex.org/W2905573335","https://openalex.org/W2912664121","https://openalex.org/W2924551358","https://openalex.org/W2935925868","https://openalex.org/W2936995161","https://openalex.org/W2937975254","https://openalex.org/W2942630857","https://openalex.org/W2944990428","https://openalex.org/W2952104986","https://openalex.org/W2962847335","https://openalex.org/W2962858109","https://openalex.org/W2963163009","https://openalex.org/W2963448658","https://openalex.org/W2963466845","https://openalex.org/W2963516603","https://openalex.org/W2963564844","https://openalex.org/W2963587345","https://openalex.org/W2963855547","https://openalex.org/W2963857521","https://openalex.org/W2963881378","https://openalex.org/W2963946669","https://openalex.org/W2964137095","https://openalex.org/W2964335429","https://openalex.org/W2965198951","https://openalex.org/W2973579196","https://openalex.org/W2974520282","https://openalex.org/W2977613223","https://openalex.org/W2979304762","https://openalex.org/W2979479162","https://openalex.org/W2980214238","https://openalex.org/W2980312605","https://openalex.org/W2981446616","https://openalex.org/W2981597369","https://openalex.org/W2982109374","https://openalex.org/W2983683123","https://openalex.org/W2986088889","https://openalex.org/W2990732494","https://openalex.org/W2997560666","https://openalex.org/W3013277995","https://openalex.org/W3013529009","https://openalex.org/W3015041744","https://openalex.org/W3015625436","https://openalex.org/W3021182036","https://openalex.org/W3022908591","https://openalex.org/W3026043974","https://openalex.org/W3026309613","https://openalex.org/W3027789868","https://openalex.org/W3028178168","https://openalex.org/W3035579498","https://openalex.org/W3035751626","https://openalex.org/W3038319179","https://openalex.org/W3047095708","https://openalex.org/W3084136021","https://openalex.org/W3084668557","https://openalex.org/W3087056194","https://openalex.org/W3089084773","https://openalex.org/W3090005963","https://openalex.org/W3091171660","https://openalex.org/W3092223267","https://openalex.org/W3094636577","https://openalex.org/W3095095914","https://openalex.org/W3096165964","https://openalex.org/W3096584968","https://openalex.org/W3099502074","https://openalex.org/W3100612776","https://openalex.org/W3103340107","https://openalex.org/W3103557498","https://openalex.org/W3105300716","https://openalex.org/W3107235539","https://openalex.org/W3107451140","https://openalex.org/W3107645027","https://openalex.org/W3110292931","https://openalex.org/W3110661837","https://openalex.org/W3110793907","https://openalex.org/W3111718976","https://openalex.org/W3122797464","https://openalex.org/W3122924283","https://openalex.org/W3130253946","https://openalex.org/W3147640543","https://openalex.org/W3153863894","https://openalex.org/W3158953723","https://openalex.org/W3159173588","https://openalex.org/W3162744106","https://openalex.org/W3164873617","https://openalex.org/W3171468293","https://openalex.org/W3171579381","https://openalex.org/W3171806107","https://openalex.org/W3172181864","https://openalex.org/W3173080248","https://openalex.org/W3176854876","https://openalex.org/W3184372860","https://openalex.org/W3185598048","https://openalex.org/W3189402954","https://openalex.org/W3189405384","https://openalex.org/W3191305011","https://openalex.org/W3192594032","https://openalex.org/W3192689066","https://openalex.org/W3196506678","https://openalex.org/W3197644131","https://openalex.org/W3198324776","https://openalex.org/W3198384199","https://openalex.org/W3199096328","https://openalex.org/W3200113267","https://openalex.org/W3201535265","https://openalex.org/W3201839864","https://openalex.org/W3203801990","https://openalex.org/W3204279503","https://openalex.org/W3212065013","https://openalex.org/W3213694540","https://openalex.org/W3214557511","https://openalex.org/W3214679906","https://openalex.org/W3217195581","https://openalex.org/W3217571210","https://openalex.org/W4200582787","https://openalex.org/W4205467938","https://openalex.org/W4206199650","https://openalex.org/W4206826928","https://openalex.org/W4210781309","https://openalex.org/W4212811856","https://openalex.org/W4214537119","https://openalex.org/W4220723869","https://openalex.org/W4220775753","https://openalex.org/W4220840380","https://openalex.org/W4220851686","https://openalex.org/W4220940440","https://openalex.org/W4221005825","https://openalex.org/W4221114735","https://openalex.org/W4224280245","https://openalex.org/W4224309787","https://openalex.org/W4225641742","https://openalex.org/W4225851494","https://openalex.org/W4229054678","https://openalex.org/W4231855592","https://openalex.org/W4232533539","https://openalex.org/W4243153816","https://openalex.org/W4245551996","https://openalex.org/W4249145429","https://openalex.org/W4252799947","https://openalex.org/W4281707480","https://openalex.org/W4282007572","https://openalex.org/W4282927465","https://openalex.org/W4283167468","https://openalex.org/W4283321310","https://openalex.org/W4285087090","https://openalex.org/W4285176469","https://openalex.org/W4285246116","https://openalex.org/W4286437554","https://openalex.org/W4286560039","https://openalex.org/W4286638470","https://openalex.org/W4287225551","https://openalex.org/W4287726855","https://openalex.org/W4288481766","https://openalex.org/W4295136046","https://openalex.org/W4295747397","https://openalex.org/W4296027312","https://openalex.org/W4296123052","https://openalex.org/W4296123053","https://openalex.org/W4296914864","https://openalex.org/W4296966010","https://openalex.org/W4297094744","https://openalex.org/W4297940295","https://openalex.org/W4301726735","https://openalex.org/W4302807824","https://openalex.org/W4304762076","https://openalex.org/W4306247941","https://openalex.org/W4306820091","https://openalex.org/W4307150891","https://openalex.org/W4308217449","https://openalex.org/W4312736633","https://openalex.org/W4312813989","https://openalex.org/W4312830051","https://openalex.org/W4319084087","https://openalex.org/W4320060316","https://openalex.org/W4365420523","https://openalex.org/W4382240175","https://openalex.org/W4383741383","https://openalex.org/W4385246792","https://openalex.org/W4385431110","https://openalex.org/W4386083049","https://openalex.org/W4386141748","https://openalex.org/W4388953081","https://openalex.org/W4389722206","https://openalex.org/W4390705752","https://openalex.org/W4390873191","https://openalex.org/W4391988308","https://openalex.org/W4392449552","https://openalex.org/W4392737363","https://openalex.org/W4393005048","https://openalex.org/W4394595599","https://openalex.org/W4402727297","https://openalex.org/W4403037125","https://openalex.org/W6761100157","https://openalex.org/W6765991390","https://openalex.org/W6774549192","https://openalex.org/W6801784363","https://openalex.org/W6810486077","https://openalex.org/W6852244834"],"related_works":["https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492","https://openalex.org/W4310988119","https://openalex.org/W4285226279","https://openalex.org/W4288019534"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"techniques":[2],"have":[3,31],"achieved":[4],"superior":[5],"performance":[6],"in":[7,22,25,36,43,59,72,93,167],"computer-aided":[8],"medical":[9,45,65,97,112,142,168],"image":[10,66,98,169],"analysis,":[11],"yet":[12],"they":[13],"are":[14],"still":[15],"vulnerable":[16],"to":[17,172],"imperceptible":[18],"adversarial":[19,41,60,88,117,163],"attacks,":[20],"resulting":[21],"potential":[23],"misdiagnosis":[24],"clinical":[26],"practice.":[27],"Oppositely,":[28],"recent":[29,57],"years":[30],"also":[32,79],"witnessed":[33],"remarkable":[34],"progress":[35],"defense":[37,91,166],"against":[38],"these":[39],"tailored":[40],"examples":[42],"deep":[44],"diagnosis":[46,113,143],"systems.":[47],"In":[48],"this":[49,128,153],"exposition,":[50],"we":[51,104,151],"present":[52],"a":[53,69,81,101,106,136,156],"comprehensive":[54],"survey":[55,132,154],"on":[56,175,182],"advances":[58],"attacks":[61],"and":[62,90,148,165],"defenses":[63],"for":[64,84,109,162],"analysis":[67,170],"with":[68,155],"systematic":[70],"taxonomy":[71],"terms":[73],"of":[74,87,96,125,139,159],"the":[75,94,123,130],"application":[76],"scenario.":[77],"We":[78],"provide":[80],"unified":[82],"framework":[83],"different":[85],"types":[86],"attack":[89,164],"methods":[92],"context":[95],"analysis.":[99],"For":[100],"fair":[102],"comparison,":[103],"establish":[105],"new":[107],"benchmark":[108],"adversarially":[110,140],"robust":[111,141],"models":[114],"obtained":[115],"by":[116],"training":[118],"under":[119],"various":[120],"scenarios.":[121],"To":[122],"best":[124],"our":[126],"knowledge,":[127],"is":[129,180],"first":[131],"article":[133],"that":[134],"provides":[135],"thorough":[137],"evaluation":[138],"models.":[144],"By":[145],"analyzing":[146],"qualitative":[147],"quantitative":[149],"results,":[150],"conclude":[152],"detailed":[157],"discussion":[158],"current":[160],"challenges":[161],"systems":[171],"shed":[173],"light":[174],"future":[176],"research":[177],"directions.":[178],"Code":[179],"available":[181],"GitHub":[183],".":[184]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2024-10-31T00:00:00"}
