{"id":"https://openalex.org/W4403780881","doi":"https://doi.org/10.1145/3664647.3681474","title":"DepthCloak: Projecting Optical Camouflage Patches for Erroneous Monocular Depth Estimation of Vehicles","display_name":"DepthCloak: Projecting Optical Camouflage Patches for Erroneous Monocular Depth Estimation of Vehicles","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4403780881","doi":"https://doi.org/10.1145/3664647.3681474"},"language":"en","primary_location":{"id":"doi:10.1145/3664647.3681474","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3664647.3681474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Multimedia","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/A5059415535","display_name":"Huixiang Wen","orcid":"https://orcid.org/0009-0003-6682-8927"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huixiang Wen","raw_affiliation_strings":["Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000890613","display_name":"Shizong Yan","orcid":"https://orcid.org/0009-0004-9526-0303"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shizong Yan","raw_affiliation_strings":["Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013173652","display_name":"Shan Chang","orcid":"https://orcid.org/0000-0002-5253-2549"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Chang","raw_affiliation_strings":["Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115597990","display_name":"Jie Xu","orcid":"https://orcid.org/0009-0003-4539-6387"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Xu","raw_affiliation_strings":["Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071050711","display_name":"Hongzi Zhu","orcid":"https://orcid.org/0000-0001-8657-5064"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongzi Zhu","raw_affiliation_strings":["Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100611270","display_name":"Yanting Zhang","orcid":"https://orcid.org/0000-0001-6317-1956"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanting Zhang","raw_affiliation_strings":["Donghua University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100374506","display_name":"Bo Li","orcid":"https://orcid.org/0000-0003-2083-9105"},"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"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Bo Li","raw_affiliation_strings":["Hong Kong University of Science and Technology, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5059415535"],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":0.49,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65710344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2739","last_page":"2747"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.9993000030517578,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9993000030517578,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9990000128746033,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9983999729156494,"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/camouflage","display_name":"Camouflage","score":0.918088436126709},{"id":"https://openalex.org/keywords/monocular","display_name":"Monocular","score":0.679249107837677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5691133141517639},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5536101460456848},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5431545972824097},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.4565126895904541},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.37042152881622314}],"concepts":[{"id":"https://openalex.org/C2776196576","wikidata":"https://www.wikidata.org/wiki/Q196113","display_name":"Camouflage","level":2,"score":0.918088436126709},{"id":"https://openalex.org/C65909025","wikidata":"https://www.wikidata.org/wiki/Q1945033","display_name":"Monocular","level":2,"score":0.679249107837677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5691133141517639},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5536101460456848},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5431545972824097},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.4565126895904541},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.37042152881622314}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3664647.3681474","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3664647.3681474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2535873859","https://openalex.org/W2604721644","https://openalex.org/W2618530766","https://openalex.org/W2964171870","https://openalex.org/W2981518351","https://openalex.org/W2985775862","https://openalex.org/W2990330394","https://openalex.org/W3034823537","https://openalex.org/W3090358134","https://openalex.org/W3092693966","https://openalex.org/W3112265985","https://openalex.org/W3175682855","https://openalex.org/W3210780202","https://openalex.org/W4303449827","https://openalex.org/W4313177625","https://openalex.org/W4386065609","https://openalex.org/W4386075854","https://openalex.org/W4388294983","https://openalex.org/W4390738506","https://openalex.org/W4392974092","https://openalex.org/W4393299268"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Adhesive":[0],"adversarial":[1,83,121,186],"patches":[2,22,30,43,187],"have":[3,35],"been":[4],"common":[5],"used":[6],"in":[7,56,76,195,214],"attacks":[8],"against":[9],"the":[10,57,90,100,107,162,215],"computer":[11],"vision":[12],"task":[13],"of":[14,54,92,211],"monocular":[15],"depth":[16,66,142,146,171],"estimation":[17],"(MDE).":[18],"Compared":[19],"to":[20,25,49,61,87,102,114,126,139,160],"physical":[21,216],"permanently":[23],"attached":[24],"target":[26],"objects,":[27],"optical":[28,84],"projection":[29,46],"show":[31],"great":[32],"flexibility":[33],"and":[34,68,129,156,179,199],"gained":[36],"wide":[37],"research":[38],"attention.":[39],"However,":[40],"applying":[41,180],"digital":[42],"for":[44],"direct":[45],"may":[47],"lead":[48],"partial":[50],"blurring":[51],"or":[52],"omission":[53],"details":[55],"captured":[58],"patches,":[59],"attributed":[60],"high":[62],"information":[63],"density,":[64],"surface":[65],"discrepancies,":[67],"non-uniform":[69],"pixel":[70],"distribution.":[71],"To":[72,94],"address":[73],"these":[74,158],"challenges,":[75],"this":[77,95],"work":[78],"we":[79,97,135,184],"introduce":[80],"DepthCloak,":[81],"an":[82,207],"patch":[85,101],"designed":[86],"interfere":[88],"with":[89],"MDE":[91],"vehicles.":[93],"end,":[96],"first":[98],"simplify":[99],"a":[103,119,131,149],"gray":[104],"pattern":[105,178],"because":[106],"projected":[108],"''black-and-white":[109],"light''":[110],"has":[111],"strong":[112],"robustness":[113],"ambient":[115],"light.":[116],"We":[117,192],"propose":[118],"generative":[120],"network":[122],"(GAN)":[123],"based":[124],"approach":[125],"simulate":[127],"projections":[128],"deduce":[130],"projectable":[132],"list.":[133],"Then,":[134],"employ":[136],"neighborhood":[137],"averaging":[138],"fill":[140],"sparse":[141],"values,":[143],"compress":[144],"all":[145],"values":[147,159],"into":[148],"reduced":[150],"dynamic":[151],"range":[152],"via":[153],"nonlinear":[154],"mapping,":[155],"use":[157],"adjust":[161],"Gaussian":[163],"blur":[164],"radius":[165],"as":[166],"weight":[167],"parameters,":[168],"thereby":[169],"simulating":[170],"variation":[172],"effects.":[173],"Finally,":[174],"by":[175],"integrating":[176],"Moir\u00e9":[177],"style":[181],"transfer":[182],"techniques,":[183],"customize":[185],"featuring":[188],"regularly":[189],"arranged":[190],"characteristics.":[191],"deploy":[193],"DepthCloak":[194,204],"real":[196],"driving":[197],"scenarios,":[198],"extensive":[200],"experiments":[201],"demonstrate":[202],"that":[203],"can":[205],"achieve":[206],"attack":[208],"success":[209],"rate":[210],"over":[212],"80%":[213],"world.":[217]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
