{"id":"https://openalex.org/W4312725131","doi":"https://doi.org/10.1109/tmm.2022.3213476","title":"Hash Bit Selection With Reinforcement Learning for Image Retrieval","display_name":"Hash Bit Selection With Reinforcement Learning for Image Retrieval","publication_year":2022,"publication_date":"2022-10-10","ids":{"openalex":"https://openalex.org/W4312725131","doi":"https://doi.org/10.1109/tmm.2022.3213476"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3213476","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-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/A5103015022","display_name":"Yao Xin","orcid":"https://orcid.org/0000-0002-2166-9315"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yao","raw_affiliation_strings":["Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100340979","display_name":"Min Wang","orcid":"https://orcid.org/0000-0003-3048-6980"},"institutions":[],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Wang","raw_affiliation_strings":["Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046805800","display_name":"Wengang Zhou","orcid":"https://orcid.org/0000-0003-1690-9836"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wengang Zhou","raw_affiliation_strings":["Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078141810","display_name":"Houqiang Li","orcid":"https://orcid.org/0000-0003-2188-3028"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Houqiang Li","raw_affiliation_strings":["Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering and Information Science, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.124,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.642772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":90},"biblio":{"volume":"25","issue":null,"first_page":"6678","last_page":"6687"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Image Feature Retrieval and Recognition Techniques","score":1.0,"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":"Image Feature Retrieval and Recognition Techniques","score":1.0,"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/T11714","display_name":"Visual Question Answering in Images and Videos","score":0.9971,"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/T11307","display_name":"Advances in Transfer Learning and Domain Adaptation","score":0.9939,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/binary-code","display_name":"Binary code","score":0.6194562},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.60859585},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image Retrieval","score":0.577504},{"id":"https://openalex.org/keywords/representation-learning","display_name":"Representation Learning","score":0.554237},{"id":"https://openalex.org/keywords/cross-modal-retrieval","display_name":"Cross-Modal Retrieval","score":0.535656},{"id":"https://openalex.org/keywords/meta-learning","display_name":"Meta-Learning","score":0.515738},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-Supervised Learning","score":0.50952},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.46367666}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8417624},{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.78948534},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7468802},{"id":"https://openalex.org/C63435697","wikidata":"https://www.wikidata.org/wiki/Q864135","display_name":"Binary code","level":3,"score":0.6194562},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.60859585},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5064267},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.493369},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47000533},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.46367666},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.38743138},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36936307},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33846268},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.26407582},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.082948476},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07689509},{"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/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3213476","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.71,"display_name":"Peace, justice, and strong institutions"}],"grants":[{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"62102128"},{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"62021001"},{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61836011"},{"funder":"https://openalex.org/F4320325599","funder_display_name":"University of Science and Technology of China","award_id":null}],"datasets":[],"versions":[],"referenced_works_count":48,"referenced_works":["https://openalex.org/W1191599655","https://openalex.org/W1502916507","https://openalex.org/W1522301498","https://openalex.org/W1771410628","https://openalex.org/W1951304353","https://openalex.org/W1956333070","https://openalex.org/W1972036246","https://openalex.org/W1974647172","https://openalex.org/W1982508576","https://openalex.org/W1992371516","https://openalex.org/W1996936615","https://openalex.org/W2007972815","https://openalex.org/W2076058164","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2142881874","https://openalex.org/W2164338181","https://openalex.org/W2293824885","https://openalex.org/W2469312016","https://openalex.org/W2736601468","https://openalex.org/W2738318237","https://openalex.org/W2766447205","https://openalex.org/W2781726626","https://openalex.org/W2890960987","https://openalex.org/W2948345531","https://openalex.org/W2962786441","https://openalex.org/W2963398644","https://openalex.org/W2963864421","https://openalex.org/W2964043796","https://openalex.org/W2964067469","https://openalex.org/W2964108915","https://openalex.org/W2964280870","https://openalex.org/W2967862025","https://openalex.org/W2981496068","https://openalex.org/W2985825743","https://openalex.org/W3003608386","https://openalex.org/W3008062779","https://openalex.org/W3034239448","https://openalex.org/W3037666824","https://openalex.org/W3118608800","https://openalex.org/W3173956867","https://openalex.org/W3176085205","https://openalex.org/W3201037053","https://openalex.org/W4224241592","https://openalex.org/W4286953491","https://openalex.org/W4295312788","https://openalex.org/W4298857966","https://openalex.org/W4313153605"],"related_works":["https://openalex.org/W4389249638","https://openalex.org/W4386603768","https://openalex.org/W4380078352","https://openalex.org/W3046591097","https://openalex.org/W2963758661","https://openalex.org/W2950475743","https://openalex.org/W2886711096","https://openalex.org/W2750384547","https://openalex.org/W2733410219","https://openalex.org/W2088296667"],"abstract_inverted_index":{"In":[0,40,73],"recent":[1],"years,":[2],"binary":[3,71],"hashing":[4,173],"methods":[5],"have":[6],"been":[7],"widely":[8],"used":[9],"in":[10],"large-scale":[11],"multimedia":[12],"retrieval":[13,25,164],"because":[14],"of":[15,166,185],"the":[16,64,69,76,106,148,156,163,167,178],"low":[17],"computational":[18],"complexity":[19],"and":[20,152,155,170],"memory":[21],"cost.":[22],"Generally,":[23],"better":[24],"accuracy":[26],"can":[27,127],"be":[28],"achieved":[29],"with":[30,55,93,131,135],"a":[31,45,85,98,121,136],"longer":[32],"hash":[33,47,77],"code,":[34],"which,":[35],"however,":[36],"may":[37],"suffer":[38],"redundancy.":[39],"this":[41],"paper,":[42],"we":[43,189],"propose":[44],"novel":[46],"bit":[48,78,101,123,180],"selection":[49,79,181],"method,":[50],"called":[51],"Hash":[52],"Bit":[53],"Selection":[54],"Reinforcement":[56],"Learning":[57],"(HBS-RL),":[58],"which":[59,90,103],"aims":[60],"to":[61],"adaptively":[62],"select":[63,129],"most":[65,107],"informative":[66,108],"bits":[67,109,130],"from":[68],"database":[70],"codes.":[72],"our":[74,125,187,191],"approach,":[75],"problem":[80],"is":[81,91,145],"firstly":[82],"modeled":[83],"as":[84],"Markov":[86],"Decision":[87],"Process":[88],"(MDP),":[89],"solved":[92],"reinforcement":[94],"learning.":[95],"HBS-RL":[96,126],"learns":[97],"policy":[99,140],"for":[100],"selection,":[102],"effectively":[104],"identifies":[105],"by":[110],"directly":[111],"maximizing":[112],"mean":[113],"Average":[114],"Precision":[115],"(mAP)":[116],"during":[117],"training.":[118],"Specially,":[119],"given":[120],"generated":[122],"pool,":[124],"sequentially":[128],"different":[132],"code":[133,193],"lengths":[134],"very":[137],"lightweight":[138],"fully-connected":[139],"network.":[141],"The":[142],"proposed":[143],"method":[144],"evaluated":[146],"on":[147],"MNIST,":[149],"CIFAR-10,":[150],"ImageNet":[151],"NUS-WIDE":[153],"datasets,":[154],"results":[157],"show":[158],"that":[159],"it":[160],"significantly":[161],"improves":[162],"performance":[165],"existing":[168],"unsupervised":[169],"deep":[171],"supervised":[172],"methods.":[174,182],"It":[175],"also":[176],"outperforms":[177],"state-of-the-art":[179],"For":[183],"convenience":[184],"repeating":[186],"results,":[188],"release":[190],"source":[192],"at:":[194],"https://github.com/xyez/HBS-RL":[197],".":[198]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4312725131","counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4}],"updated_date":"2024-11-27T03:48:34.352154","created_date":"2023-01-05"}