{"id":"https://openalex.org/W3082054734","doi":"https://doi.org/10.1145/3411408.3411409","title":"Deep Hashing Regularization Towards Hamming Space Retrieval","display_name":"Deep Hashing Regularization Towards Hamming Space Retrieval","publication_year":2020,"publication_date":"2020-09-01","ids":{"openalex":"https://openalex.org/W3082054734","doi":"https://doi.org/10.1145/3411408.3411409","mag":"3082054734"},"language":"en","primary_location":{"id":"doi:10.1145/3411408.3411409","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3411408.3411409","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"11th Hellenic Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","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/A5067948236","display_name":"Christos Nasioutzikis","orcid":null},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos Nasioutzikis","raw_affiliation_strings":["Aristotle University of Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102927916","display_name":"Maria Tzelepi","orcid":"https://orcid.org/0000-0001-5359-8315"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Maria Tzelepi","raw_affiliation_strings":["Aristotle University of Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041054091","display_name":"Anastasios Tefas","orcid":"https://orcid.org/0000-0003-1288-3667"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Anastasios Tefas","raw_affiliation_strings":["Aristotle University of Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I21370196"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"74","last_page":"77"},"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":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":"Advanced Image and Video Retrieval 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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.996999979019165,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9944000244140625,"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/hamming-space","display_name":"Hamming space","score":0.8894417881965637},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7784409523010254},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.7214558124542236},{"id":"https://openalex.org/keywords/hash-function","display_name":"Hash function","score":0.7185203433036804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5439754128456116},{"id":"https://openalex.org/keywords/hamming-distance","display_name":"Hamming distance","score":0.5402593016624451},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.5296851396560669},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.48948466777801514},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4519129693508148},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38128435611724854},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.37900885939598083},{"id":"https://openalex.org/keywords/hamming-code","display_name":"Hamming code","score":0.32709354162216187},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32652220129966736},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.285246342420578},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.26105839014053345},{"id":"https://openalex.org/keywords/block-code","display_name":"Block code","score":0.0755658745765686}],"concepts":[{"id":"https://openalex.org/C2779494224","wikidata":"https://www.wikidata.org/wiki/Q5645799","display_name":"Hamming space","level":5,"score":0.8894417881965637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7784409523010254},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.7214558124542236},{"id":"https://openalex.org/C99138194","wikidata":"https://www.wikidata.org/wiki/Q183427","display_name":"Hash function","level":2,"score":0.7185203433036804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5439754128456116},{"id":"https://openalex.org/C193319292","wikidata":"https://www.wikidata.org/wiki/Q272172","display_name":"Hamming distance","level":2,"score":0.5402593016624451},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.5296851396560669},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.48948466777801514},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4519129693508148},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38128435611724854},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.37900885939598083},{"id":"https://openalex.org/C73150493","wikidata":"https://www.wikidata.org/wiki/Q853922","display_name":"Hamming code","level":4,"score":0.32709354162216187},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32652220129966736},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.285246342420578},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.26105839014053345},{"id":"https://openalex.org/C157125643","wikidata":"https://www.wikidata.org/wiki/Q884707","display_name":"Block code","level":3,"score":0.0755658745765686},{"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/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3411408.3411409","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3411408.3411409","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"11th Hellenic Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1752482607","https://openalex.org/W1910300841","https://openalex.org/W1939575207","https://openalex.org/W1953590900","https://openalex.org/W1974647172","https://openalex.org/W2001619934","https://openalex.org/W2029205712","https://openalex.org/W2071027807","https://openalex.org/W2074668987","https://openalex.org/W2122196799","https://openalex.org/W2123585936","https://openalex.org/W2134514757","https://openalex.org/W2163605009","https://openalex.org/W2166595269","https://openalex.org/W2411707397","https://openalex.org/W2464915613","https://openalex.org/W2608033390","https://openalex.org/W2798834175","https://openalex.org/W2893170104","https://openalex.org/W2913340405","https://openalex.org/W2918636049","https://openalex.org/W2963305974","https://openalex.org/W2964280870","https://openalex.org/W2998245136","https://openalex.org/W3024758683"],"related_works":["https://openalex.org/W2371167013","https://openalex.org/W2182731056","https://openalex.org/W2613408642","https://openalex.org/W1519122282","https://openalex.org/W4235868261","https://openalex.org/W2140899540","https://openalex.org/W4380994333","https://openalex.org/W2158117886","https://openalex.org/W3203349595","https://openalex.org/W2998312549"],"abstract_inverted_index":{"Hashing":[0,77],"methods":[1,33,41],"have":[2,42],"been":[3],"extensively":[4],"used":[5],"so":[6],"as":[7],"to":[8,16],"resolve":[9],"image":[10,51],"and":[11,19,52,102],"video":[12,53],"retrieval":[13,110,123],"problems":[14],"due":[15],"their":[17],"computation":[18],"storage":[20],"efficiency.":[21],"During":[22],"the":[23,27,46,59,72,81,84,113,117,122],"recent":[24],"years,":[25],"following":[26],"impressive":[28],"performance":[29,57,82],"of":[30,48,74,83,115],"deep":[31,39],"learning":[32],"in":[34,45,120],"various":[35],"computer":[36],"vision":[37],"tasks,":[38],"hashing":[40],"powerfully":[43],"emerged":[44],"field":[47],"large":[49],"scale":[50],"retrieval,":[54],"accomplishing":[55],"superior":[56],"over":[58],"previous":[60,126],"approaches.":[61,128],"In":[62],"this":[63],"paper,":[64],"a":[65],"novel":[66],"regularization":[67,97],"framework":[68,94],"is":[69],"proposed,":[70],"on":[71,108],"top":[73],"Deep":[75],"Cauchy":[76],"method,":[78],"for":[79],"improving":[80,121],"produced":[85],"hash":[86],"codes":[87],"towards":[88],"Hamming":[89],"space":[90],"retrieval.":[91],"The":[92,105],"proposed":[93,118],"includes":[95],"two":[96,109],"approaches,":[98],"namely":[99],"Class-Agnostic":[100],"regularizer":[101],"Class-Aware":[103],"regularizer.":[104],"experimental":[106],"evaluation":[107],"datasets":[111],"validates":[112],"efficiency":[114],"both":[116],"approaches":[119],"performance,":[124],"outperforming":[125],"state-of-the-art":[127]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}