{"id":"https://openalex.org/W4410068103","doi":"https://doi.org/10.1145/3715014.3724371","title":"Demo Abstract: Parameterized Stochastic Ensemble Defense for Object Detection","display_name":"Demo Abstract: Parameterized Stochastic Ensemble Defense for Object Detection","publication_year":2025,"publication_date":"2025-05-04","ids":{"openalex":"https://openalex.org/W4410068103","doi":"https://doi.org/10.1145/3715014.3724371"},"language":"en","primary_location":{"id":"doi:10.1145/3715014.3724371","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3715014.3724371","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems","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/A5101895159","display_name":"Yuting Wu","orcid":"https://orcid.org/0009-0007-1510-6464"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Yuting Wu","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035179015","display_name":"Dongfang Guo","orcid":"https://orcid.org/0000-0002-7464-0823"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dongfang Guo","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060833244","display_name":"Xiangzhong Luo","orcid":"https://orcid.org/0000-0002-0758-2248"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Xiangzhong Luo","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore","Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017671322","display_name":"Qun Song","orcid":"https://orcid.org/0000-0002-3611-9404"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Qun Song","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040651615","display_name":"Rui Tan","orcid":"https://orcid.org/0000-0001-8441-9973"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Rui Tan","raw_affiliation_strings":["Nanyang Technological University, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101895159"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04679624,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"710","last_page":"711"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9898999929428101,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9782999753952026,"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/parameterized-complexity","display_name":"Parameterized complexity","score":0.8887964487075806},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7540513277053833},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5530121922492981},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.4495214819908142},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39550256729125977},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2202165126800537},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16790959239006042}],"concepts":[{"id":"https://openalex.org/C165464430","wikidata":"https://www.wikidata.org/wiki/Q1570441","display_name":"Parameterized complexity","level":2,"score":0.8887964487075806},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7540513277053833},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5530121922492981},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4495214819908142},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39550256729125977},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2202165126800537},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16790959239006042}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3715014.3724371","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3715014.3724371","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.4699999988079071,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2963302614","https://openalex.org/W3134815184","https://openalex.org/W3202052293","https://openalex.org/W4226232092","https://openalex.org/W4384948728","https://openalex.org/W4386071495"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051058708","https://openalex.org/W1494268238","https://openalex.org/W154868527","https://openalex.org/W4312842780","https://openalex.org/W2883677709","https://openalex.org/W4292830139","https://openalex.org/W4319309705"],"abstract_inverted_index":{"Camera-based":[0],"object":[1],"detection":[2,13,35],"excels":[3],"but":[4],"remains":[5],"vulnerable":[6],"to":[7,28,47,57],"adversarial":[8],"attacks":[9],"that":[10],"suppress":[11],"target":[12],"(object-hiding":[14],"attacks).":[15],"Here,":[16],"we":[17,43],"propose":[18],"PaSED,":[19],"a":[20],"Parameterized":[21],"Stochastic":[22],"Ensemble":[23],"Defense,":[24],"which":[25],"leverages":[26],"HyperNetworks":[27],"enable":[29],"rapid":[30],"and":[31,91,98],"diverse":[32],"updates":[33],"for":[34],"models":[36],"in":[37,89,95],"the":[38,49,58,96],"ensemble.":[39],"At":[40],"its":[41],"core,":[42],"introduce":[44],"functional":[45],"diversity":[46],"enhance":[48],"defense":[50],"robustness.":[51],"It":[52,85],"adapts":[53],"each":[54],"generation":[55],"process":[56],"input":[59],"image":[60],"preprocessing":[61],"parameterized":[62],"by":[63],"HyperNetworks'":[64],"random":[65],"noise":[66],"input.":[67],"In":[68],"our":[69],"preliminary":[70],"evaluations":[71],"against":[72],"physically":[73],"deployed":[74],"attacks,":[75],"PaSED":[76],"outperforms":[77],"five":[78],"baseline":[79],"defenses":[80],"without":[81],"requiring":[82],"attack":[83],"knowledge.":[84],"recovers":[86],"attacked":[87],"objects":[88],"92%":[90],"98%":[92],"of":[93],"frames":[94],"indoor":[97],"outdoor":[99],"testbeds,":[100],"respectively.":[101]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
