{"id":"https://openalex.org/W3192025065","doi":"https://doi.org/10.1109/icme51207.2021.9428416","title":"Disturbance Consistent Self-Ensembling for Semi-Supervised Hashing","display_name":"Disturbance Consistent Self-Ensembling for Semi-Supervised Hashing","publication_year":2021,"publication_date":"2021-06-09","ids":{"openalex":"https://openalex.org/W3192025065","doi":"https://doi.org/10.1109/icme51207.2021.9428416","mag":"3192025065"},"language":"en","primary_location":{"id":"doi:10.1109/icme51207.2021.9428416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme51207.2021.9428416","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Multimedia and Expo (ICME)","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/A5010052157","display_name":"Shuai Cheng","orcid":"https://orcid.org/0000-0002-8163-5424"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuai Cheng","raw_affiliation_strings":["University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China,100049","Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China,100049","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080811169","display_name":"Yucan Zhou","orcid":"https://orcid.org/0000-0002-1316-9118"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yucan Zhou","raw_affiliation_strings":["Chinese Academy of Sciences,Institute of Information Engineering,Beijing,China,100093"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Institute of Information Engineering,Beijing,China,100093","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002436544","display_name":"Dayan Wu","orcid":"https://orcid.org/0000-0002-8604-7226"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dayan Wu","raw_affiliation_strings":["Chinese Academy of Sciences,Institute of Information Engineering,Beijing,China,100093"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences,Institute of Information Engineering,Beijing,China,100093","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069050052","display_name":"Haisu Zhang","orcid":"https://orcid.org/0000-0001-7823-6257"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haisu Zhang","raw_affiliation_strings":["National University of Defense Technology,College of Information and Communication,Wuhan,China","College of Information and Communication, National University of Defense Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,College of Information and Communication,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Information and Communication, National University of Defense Technology, Wuhan, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100374360","display_name":"Bo Li","orcid":"https://orcid.org/0000-0001-6709-0942"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Li","raw_affiliation_strings":["University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China,100049","Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China,100049","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100442321","display_name":"Weiping Wang","orcid":"https://orcid.org/0000-0002-8618-4992"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiping Wang","raw_affiliation_strings":["University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China,100049","Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China,100049","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5010052157"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":0.0961,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.38522876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998999834060669,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998999834060669,"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":0.9987999796867371,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9829000234603882,"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/hash-function","display_name":"Hash function","score":0.889620840549469},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7116473913192749},{"id":"https://openalex.org/keywords/feature-hashing","display_name":"Feature hashing","score":0.6913156509399414},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6579199433326721},{"id":"https://openalex.org/keywords/universal-hashing","display_name":"Universal hashing","score":0.49915099143981934},{"id":"https://openalex.org/keywords/locality-sensitive-hashing","display_name":"Locality-sensitive hashing","score":0.49091988801956177},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47204717993736267},{"id":"https://openalex.org/keywords/hash-table","display_name":"Hash table","score":0.457848459482193},{"id":"https://openalex.org/keywords/double-hashing","display_name":"Double hashing","score":0.4492255747318268},{"id":"https://openalex.org/keywords/dynamic-perfect-hashing","display_name":"Dynamic perfect hashing","score":0.4476911425590515},{"id":"https://openalex.org/keywords/binary-code","display_name":"Binary code","score":0.4452402591705322},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4307914972305298},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19172728061676025},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.17756670713424683}],"concepts":[{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.889620840549469},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7116473913192749},{"id":"https://openalex.org/C133667856","wikidata":"https://www.wikidata.org/wiki/Q5439682","display_name":"Feature hashing","level":5,"score":0.6913156509399414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6579199433326721},{"id":"https://openalex.org/C116058348","wikidata":"https://www.wikidata.org/wiki/Q846912","display_name":"Universal hashing","level":5,"score":0.49915099143981934},{"id":"https://openalex.org/C74270461","wikidata":"https://www.wikidata.org/wiki/Q1625299","display_name":"Locality-sensitive hashing","level":4,"score":0.49091988801956177},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47204717993736267},{"id":"https://openalex.org/C67388219","wikidata":"https://www.wikidata.org/wiki/Q207440","display_name":"Hash table","level":3,"score":0.457848459482193},{"id":"https://openalex.org/C138111711","wikidata":"https://www.wikidata.org/wiki/Q478351","display_name":"Double hashing","level":4,"score":0.4492255747318268},{"id":"https://openalex.org/C122907437","wikidata":"https://www.wikidata.org/wiki/Q5318999","display_name":"Dynamic perfect hashing","level":5,"score":0.4476911425590515},{"id":"https://openalex.org/C63435697","wikidata":"https://www.wikidata.org/wiki/Q864135","display_name":"Binary code","level":3,"score":0.4452402591705322},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4307914972305298},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19172728061676025},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.17756670713424683},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme51207.2021.9428416","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme51207.2021.9428416","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329139","display_name":"Communication University of China","ror":"https://ror.org/04facbs33"},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1502916507","https://openalex.org/W1566135517","https://openalex.org/W1686810756","https://openalex.org/W1910300841","https://openalex.org/W1939575207","https://openalex.org/W1974647172","https://openalex.org/W2293824885","https://openalex.org/W2493727926","https://openalex.org/W2508837377","https://openalex.org/W2740030094","https://openalex.org/W2895749405","https://openalex.org/W2951970475","https://openalex.org/W2953070460","https://openalex.org/W2980275434","https://openalex.org/W2997729898","https://openalex.org/W3007196254","https://openalex.org/W3022413352","https://openalex.org/W3034190694","https://openalex.org/W6629956336","https://openalex.org/W6637373629","https://openalex.org/W6697060382","https://openalex.org/W6723189443","https://openalex.org/W6725199262","https://openalex.org/W6733814495","https://openalex.org/W6764051988"],"related_works":["https://openalex.org/W1870428314","https://openalex.org/W2023326318","https://openalex.org/W2783286101","https://openalex.org/W2921167217","https://openalex.org/W4212830455","https://openalex.org/W2000284985","https://openalex.org/W2158169729","https://openalex.org/W2253231004","https://openalex.org/W2086731314","https://openalex.org/W2058116810"],"abstract_inverted_index":{"Recently,":[0],"deep":[1],"semi-supervised":[2,146],"hashing":[3,147],"methods":[4],"have":[5],"attracted":[6],"increasing":[7],"attention,":[8],"where":[9],"the":[10,21,60,73,85,118,124,129],"visual":[11,63],"similarity":[12,64],"of":[13,62,88,128],"unlabeled":[14],"data":[15,95],"is":[16,96],"usually":[17],"adopted":[18],"to":[19,42,58,116],"guide":[20],"hash":[22,37,70,81,100,120,130,134],"codes":[23,38,71,82,101,121],"learning.":[24],"However,":[25],"samples":[26],"with":[27],"similar":[28,39,107],"appearance":[29],"may":[30],"come":[31],"from":[32],"different":[33,77],"categories,":[34],"making":[35],"their":[36],"will":[40],"lead":[41],"sub-optimal":[43],"retrieval":[44],"results.":[45],"In":[46],"this":[47],"paper,":[48],"we":[49,110],"propose":[50],"a":[51,89,112],"novel":[52],"Disturbance":[53],"Consistent":[54],"Self-Ensembling":[55],"(DCSE)":[56],"method":[57],"alleviate":[59],"drawback":[61],"constraint.":[65],"Specially,":[66],"DCSE":[67],"forms":[68],"consensus":[69],"for":[72],"same":[74],"sample":[75],"under":[76],"augmentations.":[78],"These":[79],"ensemble":[80,99,133],"can":[83,105],"capture":[84],"discriminative":[86,119],"characteristics":[87],"sample.":[90],"Therefore,":[91],"as":[92],"more":[93,98],"augmented":[94],"involved,":[97],"in":[102],"one":[103],"category":[104],"become":[106],"gradually.":[108],"Then,":[109],"design":[111],"disturbance":[113],"consistent":[114],"loss":[115],"learn":[117],"by":[122],"minimizing":[123],"distance":[125],"between":[126],"outputs":[127],"layer":[131],"and":[132],"codes.":[135],"Extensive":[136],"experiments":[137],"show":[138],"that":[139],"our":[140],"proposed":[141],"approach":[142],"significantly":[143],"outperforms":[144],"state-of-the-art":[145],"methods.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}