{"id":"https://openalex.org/W4402288808","doi":"https://doi.org/10.1109/igarss53475.2024.10641277","title":"Exploring The Robustness Of Deep Image Despeckling Models in an Adversarial Perspective","display_name":"Exploring The Robustness Of Deep Image Despeckling Models in an Adversarial Perspective","publication_year":2024,"publication_date":"2024-07-07","ids":{"openalex":"https://openalex.org/W4402288808","doi":"https://doi.org/10.1109/igarss53475.2024.10641277"},"language":"en","primary_location":{"id":"doi:10.1109/igarss53475.2024.10641277","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10641277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","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/A5101843583","display_name":"Jie Ning","orcid":"https://orcid.org/0000-0002-2063-7696"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Ning","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100705294","display_name":"Yao Li","orcid":"https://orcid.org/0000-0001-5009-7443"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Li","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102712191","display_name":"Zhichang Guo","orcid":"https://orcid.org/0000-0002-7324-2612"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhichang Guo","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109777359","display_name":"Jiebao Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiebao Sun","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028593158","display_name":"Shengzhu Shi","orcid":"https://orcid.org/0000-0002-6873-6167"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengzhu Shi","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102557801","display_name":"Enzhe Zhao","orcid":"https://orcid.org/0009-0008-7969-8443"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enzhe Zhao","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101820489","display_name":"Boying Wu","orcid":"https://orcid.org/0009-0008-9490-2844"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boying Wu","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101843583"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.2366,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51181688,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"8463","last_page":"8467"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9983000159263611,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9983000159263611,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9927999973297119,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.991599977016449,"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":0.8944052457809448},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.847780168056488},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.7791481018066406},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7384759187698364},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6789224147796631},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6135703325271606},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4903748035430908},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.43027007579803467}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8944052457809448},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.847780168056488},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.7791481018066406},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7384759187698364},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6789224147796631},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6135703325271606},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4903748035430908},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43027007579803467},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/igarss53475.2024.10641277","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/igarss53475.2024.10641277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1980038761","https://openalex.org/W2151221869","https://openalex.org/W2243397390","https://openalex.org/W2604403460","https://openalex.org/W2974718758","https://openalex.org/W3026889349","https://openalex.org/W3206028601","https://openalex.org/W4205534598","https://openalex.org/W4312835575","https://openalex.org/W4382618629","https://openalex.org/W4385627022","https://openalex.org/W6853731566"],"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":{"The":[0],"rapid":[1],"development":[2],"of":[3,21,30,50,66,77],"deep":[4,51],"learning":[5],"has":[6],"significantly":[7],"advanced":[8],"Synthetic":[9],"Aperture":[10],"Radar":[11],"(SAR)":[12],"despeckling":[13,54],"techniques.":[14],"However,":[15],"as":[16],"the":[17,22,28,46,64,75],"uncertainty":[18],"and":[19,35,48],"vulnerability":[20],"network":[23],"structure":[24],"is":[25],"ignited":[26],"by":[27],"fuse":[29],"adversarial":[31,59],"attacks,":[32],"its":[33],"authenticity":[34],"widespread":[36],"applicability":[37],"are":[38],"subsequently":[39],"drawn":[40],"into":[41],"question.":[42],"This":[43],"study":[44],"examines":[45],"robustness":[47],"performance":[49],"learning-based":[52],"image":[53],"models":[55],"under":[56],"a":[57],"denoising-PGD":[58],"attack.":[60],"Furthermore,":[61],"we":[62],"investigate":[63],"impact":[65],"varying":[67],"feature":[68],"extraction":[69],"approaches":[70],"on":[71],"model":[72,82],"performance,":[73],"with":[74],"goal":[76],"providing":[78],"reliable":[79],"guidelines":[80],"for":[81],"training.":[83]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}