{"id":"https://openalex.org/W4391306159","doi":"https://doi.org/10.1109/dicta60407.2023.00078","title":"REIN: Reusing ImageNet to Improve Open-set Object Detection","display_name":"REIN: Reusing ImageNet to Improve Open-set Object Detection","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4391306159","doi":"https://doi.org/10.1109/dicta60407.2023.00078"},"language":"en","primary_location":{"id":"doi:10.1109/dicta60407.2023.00078","doi":"https://doi.org/10.1109/dicta60407.2023.00078","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/dicta60407.2023.00078","pdf_url":null,"source":{"id":"https://openalex.org/S7407086650","display_name":"International Conference on Digital Image Computing: Techniques and Applications (DICTA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Digital Image Computing: Techniques and Applications (DICTA)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5003554707","display_name":"Weihao Li","orcid":"https://orcid.org/0000-0002-9447-7023","observed_orcids":["https://orcid.org/0000-0002-9447-7023"]},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Weihao Li","raw_affiliation_strings":["Australian National University,College of Engineering, Computing and Cybernetics,Canberra,Australia","College of Engineering, Computing and Cybernetics, Australian National University, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian National University,College of Engineering, Computing and Cybernetics,Canberra,Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"College of Engineering, Computing and Cybernetics, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067223903","display_name":"Moshiur R. Farazi","orcid":"https://orcid.org/0000-0003-1494-5921","observed_orcids":["https://orcid.org/0000-0003-1494-5921"]},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]},{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Moshiur Farazi","raw_affiliation_strings":["Imaging and Computer Vision Group, Data61-CSIRO, Canberra, Australia","College of Engineering, Computing and Cybernetics, Australian National University, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imaging and Computer Vision Group, Data61-CSIRO, Canberra, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]},{"raw_affiliation_string":"College of Engineering, Computing and Cybernetics, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057904986","display_name":"Jie Hong","orcid":"https://orcid.org/0000-0002-2831-7523","observed_orcids":["https://orcid.org/0000-0002-2831-7523"]},"institutions":[{"id":"https://openalex.org/I118347636","display_name":"Australian National University","ror":"https://ror.org/019wvm592","country_code":"AU","type":"education","lineage":["https://openalex.org/I118347636"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jie Hong","raw_affiliation_strings":["Australian National University,College of Engineering, Computing and Cybernetics,Canberra,Australia","College of Engineering, Computing and Cybernetics, Australian National University, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian National University,College of Engineering, Computing and Cybernetics,Canberra,Australia","institution_ids":["https://openalex.org/I118347636"]},{"raw_affiliation_string":"College of Engineering, Computing and Cybernetics, Australian National University, Canberra, Australia","institution_ids":["https://openalex.org/I118347636"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060335798","display_name":"Lars Petersson","orcid":"https://orcid.org/0000-0002-0103-1904","observed_orcids":["https://orcid.org/0000-0002-0103-1904"]},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lars Petersson","raw_affiliation_strings":["Imaging and Computer Vision Group, Data61-CSIRO, Canberra, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imaging and Computer Vision Group, Data61-CSIRO, Canberra, Australia","institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2638,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.5794836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"523","last_page":"530"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9922000169754028,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9922000169754028,"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":"Domain Adaptation and Few-Shot Learning","score":0.0038999998942017555,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.0010999999940395355,"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/open-set-object-detection","display_name":"open-set object detection","score":0.9990000128746033},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.7630000114440918},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.5270000100135803}],"concepts":[{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.8555153608322144},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7749090790748596},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.7078243494033813},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6771294474601746},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.654462456703186},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.6384371519088745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6371837854385376},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6371227502822876},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4722820222377777},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.43406933546066284},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4275883436203003},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4106833338737488},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3476807177066803},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3255823254585266},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07046231627464294},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dicta60407.2023.00078","doi":"https://doi.org/10.1109/dicta60407.2023.00078","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/dicta60407.2023.00078","pdf_url":null,"source":{"id":"https://openalex.org/S7407086650","display_name":"International Conference on Digital Image Computing: Techniques and Applications (DICTA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Digital Image Computing: Techniques and Applications (DICTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1032927584","https://openalex.org/W1483870316","https://openalex.org/W1536680647","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W1917989004","https://openalex.org/W2031489346","https://openalex.org/W2042718506","https://openalex.org/W2081580037","https://openalex.org/W2097117768","https://openalex.org/W2102605133","https://openalex.org/W2108598243","https://openalex.org/W2117539524","https://openalex.org/W2147800946","https://openalex.org/W2163605009","https://openalex.org/W2168356304","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2261268509","https://openalex.org/W2272331516","https://openalex.org/W2341497066","https://openalex.org/W2531327146","https://openalex.org/W2565639579","https://openalex.org/W2570343428","https://openalex.org/W2609532991","https://openalex.org/W2622263826","https://openalex.org/W2743627947","https://openalex.org/W2744438518","https://openalex.org/W2767194911","https://openalex.org/W2796347433","https://openalex.org/W2796874547","https://openalex.org/W2804935296","https://openalex.org/W2876993306","https://openalex.org/W2883820570","https://openalex.org/W2895752198","https://openalex.org/W2904509905","https://openalex.org/W2935590460","https://openalex.org/W2954996726","https://openalex.org/W2962759496","https://openalex.org/W2962933664","https://openalex.org/W2963097937","https://openalex.org/W2963150697","https://openalex.org/W2963351448","https://openalex.org/W2963921921","https://openalex.org/W2964241181","https://openalex.org/W2982103617","https://openalex.org/W2982770724","https://openalex.org/W2988452521","https://openalex.org/W2991391304","https://openalex.org/W3005680577","https://openalex.org/W3009436130","https://openalex.org/W3012573144","https://openalex.org/W3030520226","https://openalex.org/W3035081753","https://openalex.org/W3035224069","https://openalex.org/W3035311832","https://openalex.org/W3035524453","https://openalex.org/W3097722521","https://openalex.org/W3106250896","https://openalex.org/W4221167976","https://openalex.org/W4223646441","https://openalex.org/W4281780385","https://openalex.org/W4310827112","https://openalex.org/W4381929644","https://openalex.org/W4386558448","https://openalex.org/W6739622702","https://openalex.org/W6750227808","https://openalex.org/W6760424586"],"related_works":["https://openalex.org/W4385482796","https://openalex.org/W4390341003","https://openalex.org/W4405355055","https://openalex.org/W4293138060","https://openalex.org/W4312408105","https://openalex.org/W4390833262","https://openalex.org/W4415871499","https://openalex.org/W4395676926","https://openalex.org/W4411575434","https://openalex.org/W3009436130"],"abstract_inverted_index":{"There":[0],"has":[1],"been":[2],"a":[3,26,50,74,99,119],"notable":[4],"advancement":[5],"in":[6,30,156,187],"the":[7,13,58,67,77,94,112,124,141,151,161,184],"task":[8],"of":[9,53,101,134,153],"object":[10,23,108,129,154,179],"detection":[11,68,95,113,180],"over":[12],"last":[14],"few":[15],"years.":[16],"However,":[17],"recent":[18],"studies":[19],"reveal":[20],"that":[21,57,103,140,166],"modern":[22],"detectors":[24,155],"suffer":[25],"considerable":[27],"performance":[28,152],"drop":[29],"an":[31,157],"open-set":[32,158,178],"setting":[33],"and":[34,41,181],"tend":[35],"to":[36,46,72,79,92,126,173,177,182],"incorrectly":[37],"detect":[38],"unknown":[39,82,128],"objects":[40,83],"mislabel":[42],"them":[43],"as":[44,84,131],"belonging":[45],"known":[47],"categories":[48,109],"with":[49,62,76],"high":[51],"degree":[52],"confidence.":[54],"We":[55],"observe":[56],"\u2018catch-all":[59],"background\u2019":[60],"approach":[61],"limited":[63],"training":[64,117],"data":[65,185],"from":[66],"dataset":[69,96,122],"is":[70],"insufficient":[71],"equip":[73],"detector":[75,125],"ability":[78],"reject":[80,127],"all":[81],"background.":[85],"Based":[86],"on":[87,118],"this":[88],"observation,":[89],"we":[90,164],"propose":[91],"augment":[93],"by":[97,111],"reusing":[98],"subset":[100],"ImageNet":[102,147],"does":[104],"not":[105],"contain":[106],"any":[107],"predefined":[110],"task.":[114],"The":[115],"augmented":[116],"held-in":[120],"background":[121,132],"allows":[123],"instances":[130],"instead":[133],"mislabelling":[135],"them.":[136],"Our":[137],"experiments":[138],"demonstrate":[139],"proposed":[142],"simple":[143],"yet":[144],"effective":[145],"REusing":[146],"(REIN)":[148],"technique":[149],"improves":[150],"setting.":[159],"Given":[160],"promising":[162],"results,":[163],"hope":[165],"our":[167,171],"method":[168],"can":[169],"encourage":[170],"community":[172],"pay":[174],"more":[175],"attention":[176],"rethink":[183],"augmentation":[186],"detection.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-01-30T00:00:00"}