{"id":"https://openalex.org/W4403863281","doi":"https://doi.org/10.1109/tcsvt.2024.3487761","title":"Remove to Regenerate: Boosting Adversarial Generalization With Attack Invariance","display_name":"Remove to Regenerate: Boosting Adversarial Generalization With Attack Invariance","publication_year":2024,"publication_date":"2024-10-29","ids":{"openalex":"https://openalex.org/W4403863281","doi":"https://doi.org/10.1109/tcsvt.2024.3487761"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3487761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3487761","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","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/A5082943474","display_name":"Xiaowei Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaowei Fu","raw_affiliation_strings":["Chongqing Key Laboratory of Bio-Perception and Multimodal Intelligent Information Processing and the School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-Perception and Multimodal Intelligent Information Processing and the School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055124273","display_name":"Lina Ma","orcid":"https://orcid.org/0000-0002-3855-2172"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Ma","raw_affiliation_strings":["Chongqing Key Laboratory of Bio-Perception and Multimodal Intelligent Information Processing and the School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-Perception and Multimodal Intelligent Information Processing and the School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106578837","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0002-5305-8543"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["Chongqing Key Laboratory of Bio-Perception and Multimodal Intelligent Information Processing and the School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, China"],"affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-Perception and Multimodal Intelligent Information Processing and the School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Bio-perception and Multimodal Intelligent Information Processing, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5082943474"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":1.366,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84674926,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"35","issue":"3","first_page":"1999","last_page":"2012"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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":0.9997000098228455,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9894999861717224,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9613999724388123,"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/adversarial-system","display_name":"Adversarial system","score":0.7559552192687988},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5940295457839966},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.5672868490219116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5590161681175232},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5096125602722168},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3621577024459839},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.33323365449905396},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3229328989982605}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7559552192687988},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5940295457839966},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5672868490219116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5590161681175232},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5096125602722168},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3621577024459839},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33323365449905396},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3229328989982605},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3487761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3487761","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G5217806235","display_name":null,"funder_award_id":"62271090","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5616526104","display_name":null,"funder_award_id":"2021YFB3100800","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":88,"referenced_works":["https://openalex.org/W2001610032","https://openalex.org/W2025768430","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2243397390","https://openalex.org/W2342045095","https://openalex.org/W2551176409","https://openalex.org/W2618043096","https://openalex.org/W2746600820","https://openalex.org/W2765424254","https://openalex.org/W2774018344","https://openalex.org/W2774644650","https://openalex.org/W2798302089","https://openalex.org/W2899265938","https://openalex.org/W2916286792","https://openalex.org/W2963446712","https://openalex.org/W2963857521","https://openalex.org/W2964082701","https://openalex.org/W3009153202","https://openalex.org/W3061797349","https://openalex.org/W3093070413","https://openalex.org/W3107235539","https://openalex.org/W3107645027","https://openalex.org/W3174864715","https://openalex.org/W3195816215","https://openalex.org/W3204279503","https://openalex.org/W4224990403","https://openalex.org/W4226058100","https://openalex.org/W4285033916","https://openalex.org/W4376607895","https://openalex.org/W4386065434","https://openalex.org/W4386075665","https://openalex.org/W4386075907","https://openalex.org/W4390871784","https://openalex.org/W4390871946","https://openalex.org/W4390872540","https://openalex.org/W4390872679","https://openalex.org/W4391248671","https://openalex.org/W4392145582","https://openalex.org/W4394585815","https://openalex.org/W4400944245","https://openalex.org/W4402715799","https://openalex.org/W4402715851","https://openalex.org/W6637373629","https://openalex.org/W6639568328","https://openalex.org/W6640425456","https://openalex.org/W6674330103","https://openalex.org/W6678815747","https://openalex.org/W6681608319","https://openalex.org/W6682132143","https://openalex.org/W6685133223","https://openalex.org/W6727785063","https://openalex.org/W6729756640","https://openalex.org/W6739868092","https://openalex.org/W6744679260","https://openalex.org/W6744817461","https://openalex.org/W6746383792","https://openalex.org/W6746402973","https://openalex.org/W6746608116","https://openalex.org/W6748204703","https://openalex.org/W6748277150","https://openalex.org/W6748475379","https://openalex.org/W6759129252","https://openalex.org/W6762819418","https://openalex.org/W6764043288","https://openalex.org/W6765597837","https://openalex.org/W6772461460","https://openalex.org/W6773424267","https://openalex.org/W6774469542","https://openalex.org/W6774681163","https://openalex.org/W6776822397","https://openalex.org/W6779290815","https://openalex.org/W6783646676","https://openalex.org/W6784426856","https://openalex.org/W6787972765","https://openalex.org/W6788596411","https://openalex.org/W6789015388","https://openalex.org/W6790438916","https://openalex.org/W6790727609","https://openalex.org/W6796288065","https://openalex.org/W6796715692","https://openalex.org/W6804442546","https://openalex.org/W6809409241","https://openalex.org/W6809667296","https://openalex.org/W6809925265","https://openalex.org/W6851718163","https://openalex.org/W6851986973","https://openalex.org/W6852213543"],"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":{"Adversarial":[0,17,121],"attacks":[1,71],"pose":[2],"a":[3,45,167,180,221],"huge":[4],"challenge":[5],"to":[6,22,32,134,154,186],"the":[7,30,49,62,89,98,128,136,156,162,188,192,235,238],"deployment":[8],"of":[9,75,139,169,237],"deep":[10],"neural":[11],"networks":[12],"(DNNs)":[13],"in":[14,93,218,247],"security-sensitive":[15],"applications.":[16],"defense":[18],"methods":[19],"are":[20],"developed":[21,133],"resist":[23],"adversarial":[24,70,95,137,203,219,225],"perturbation.":[25],"However,":[26],"most":[27],"defenses":[28],"overlook":[29],"generalization":[31,138],"various":[33],"attacks.":[34],"In":[35],"medical":[36],"field,":[37],"it":[38],"is":[39,44,132,152,184,228],"known":[40],"that":[41,54,88],"targeted":[42,64,129],"therapy":[43,130],"treatment":[46],"approach":[47],"at":[48],"cellular":[50],"and":[51,123,199,210,212],"molecular":[52],"levels":[53],"targets":[55],"already":[56],"identified":[57],"carcinogenic":[58],"sites.":[59],"Inspired":[60],"by":[61],"popular":[63],"therapies":[65],"for":[66,109,202],"cancer,":[67],"we":[68],"view":[69],"as":[72,166],"local":[73],"lesions":[74],"natural":[76],"benign":[77],"samples.":[78,204],"The":[79,242],"mechanism":[80,131],"behind":[81],"this":[82,115],"assumption":[83],"implies":[84],"our":[85],"key":[86],"finding":[87],"salient":[90,157],"attack":[91,103,158,164],"components":[92,104,159,165],"an":[94,117,215],"sample":[96],"dominate":[97],"attacking":[99],"process,":[100],"while":[101,160],"trivial":[102,163,194],"unexpectedly":[105],"provide":[106],"trustworthy":[107],"evidence":[108],"obtaining":[110],"generalizable":[111],"robustness.":[112],"Based":[113],"on":[114,179,231],"finding,":[116],"explainable":[118],"but":[119],"efficient":[120],"Surgery":[122,149],"Regeneration":[124,175],"(ASR)":[125],"model":[126],"following":[127],"improve":[135],"DNNs,":[140],"which":[141,196],"has":[142],"three":[143],"merits:":[144],"1)":[145],"A":[146,173],"score-based":[147],"Pixel":[148],"(PS)":[150],"module":[151,176],"proposed":[153,185,239],"remove":[155],"retaining":[161],"kind":[168],"attack-invariant":[170],"information.":[171],"2)":[172],"Semantic":[174],"(SR)":[177],"based":[178],"conditional":[181],"alignment":[182],"extrapolator":[183],"restore":[187],"discriminative":[189],"content":[190],"from":[191],"attack-free":[193],"components,":[195],"achieves":[197],"pixel":[198],"semantic":[200],"consistency":[201],"3)":[205],"To":[206],"further":[207],"harmonize":[208],"robustness":[209],"accuracy":[211],"address":[213],"such":[214],"intractable":[216],"problem":[217],"defense,":[220],"self-augmentation":[222],"regularizer":[223],"with":[224],"R-drop":[226],"(ARD)":[227],"designed.":[229],"Experiments":[230],"numerous":[232],"benchmarks":[233],"show":[234],"superiority":[236],"ASR":[240],"approach.":[241],"code":[243],"can":[244],"be":[245],"found":[246],"<uri":[248],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[249],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/fxw13/ASR</uri>.":[250]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
