{"id":"https://openalex.org/W2963807362","doi":"https://doi.org/10.1609/aaai.v33i01.33019046","title":"DeRPN: Taking a Further Step toward More General Object Detection","display_name":"DeRPN: Taking a Further Step toward More General Object Detection","publication_year":2019,"publication_date":"2019-07-17","ids":{"openalex":"https://openalex.org/W2963807362","doi":"https://doi.org/10.1609/aaai.v33i01.33019046","mag":"2963807362"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v33i01.33019046","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v33i01.33019046","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1609/aaai.v33i01.33019046","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072757173","display_name":"Lele Xie","orcid":"https://orcid.org/0000-0001-7731-9341"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lele Xie","raw_affiliation_strings":["South China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389396","display_name":"Yuliang Liu","orcid":"https://orcid.org/0000-0002-3037-173X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuliang Liu","raw_affiliation_strings":["South China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080674767","display_name":"Lianwen Jin","orcid":"https://orcid.org/0000-0002-5456-0957"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianwen Jin","raw_affiliation_strings":["South China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101236570","display_name":"Zecheng Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zecheng Xie","raw_affiliation_strings":["South China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":3.66,"has_fulltext":true,"cited_by_count":51,"citation_normalized_percentile":{"value":0.95047294,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"33","issue":"01","first_page":"9046","last_page":"9053"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9972000122070312,"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":0.9972000122070312,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9923999905586243,"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":0.97079998254776,"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/pascal","display_name":"Pascal (unit)","score":0.8201728463172913},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7924817800521851},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.6400210857391357},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6022319793701172},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.5539589524269104},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.52073073387146},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4806593656539917},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.467495322227478},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46109047532081604},{"id":"https://openalex.org/keywords/universality","display_name":"Universality (dynamical systems)","score":0.4293637275695801},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3481774926185608},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3329470157623291},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.275962233543396},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11056813597679138}],"concepts":[{"id":"https://openalex.org/C75608658","wikidata":"https://www.wikidata.org/wiki/Q44395","display_name":"Pascal (unit)","level":2,"score":0.8201728463172913},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7924817800521851},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6400210857391357},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6022319793701172},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.5539589524269104},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.52073073387146},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4806593656539917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.467495322227478},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46109047532081604},{"id":"https://openalex.org/C183992945","wikidata":"https://www.wikidata.org/wiki/Q2495574","display_name":"Universality (dynamical systems)","level":2,"score":0.4293637275695801},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3481774926185608},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3329470157623291},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.275962233543396},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11056813597679138},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1609/aaai.v33i01.33019046","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v33i01.33019046","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:ojs.aaai.org:article/4936","is_oa":true,"landing_page_url":"https://ojs.aaai.org/index.php/AAAI/article/view/4936","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/4936/4809","source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2159-5399","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1609/aaai.v33i01.33019046","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v33i01.33019046","pdf_url":null,"source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1298696329","display_name":null,"funder_award_id":"2016YFB1001405","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1378097553","display_name":null,"funder_award_id":"2016YFB1001405","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G1409295806","display_name":null,"funder_award_id":"2017A030312006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1611959150","display_name":"\u57fa\u4e8e\u60ef\u6027\u4f20\u611f\u5668\u4fe1\u53f7\u8def\u5f84\u7279\u5f81\u53d8\u6362\u7684\u7a7a\u4e2d\u4e66\u5199\u4ea4\u4e92\u8bc6\u522b\u65b0\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61771199","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1673406361","display_name":null,"funder_award_id":"2017A030312006","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G2124298390","display_name":null,"funder_award_id":"2017A010101027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3792382721","display_name":null,"funder_award_id":"No. 2016YFB1001405","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4394230315","display_name":null,"funder_award_id":"2017A010101027","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5281161146","display_name":null,"funder_award_id":"61673182","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6214848776","display_name":null,"funder_award_id":"61472144, 61673182","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6754685386","display_name":null,"funder_award_id":"61673182","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6812122630","display_name":null,"funder_award_id":"61472144","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7146626861","display_name":null,"funder_award_id":"61472144","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W7746136","https://openalex.org/W639708223","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W2008806374","https://openalex.org/W2031489346","https://openalex.org/W2088049833","https://openalex.org/W2135231474","https://openalex.org/W2164598857","https://openalex.org/W2168356304","https://openalex.org/W2194775991","https://openalex.org/W2239285313","https://openalex.org/W2339589954","https://openalex.org/W2341497066","https://openalex.org/W2407521645","https://openalex.org/W2464918637","https://openalex.org/W2490270993","https://openalex.org/W2550687635","https://openalex.org/W2565639579","https://openalex.org/W2570343428","https://openalex.org/W2601564443","https://openalex.org/W2604243686","https://openalex.org/W2605982830","https://openalex.org/W2613718673","https://openalex.org/W2749425057","https://openalex.org/W2769851275","https://openalex.org/W2770184303","https://openalex.org/W2774667964","https://openalex.org/W2781529199","https://openalex.org/W2784050770","https://openalex.org/W2789006728","https://openalex.org/W2789151435","https://openalex.org/W2884561390","https://openalex.org/W2950800384","https://openalex.org/W2962804639","https://openalex.org/W2962810613","https://openalex.org/W2963262989","https://openalex.org/W2963516811","https://openalex.org/W2963786238","https://openalex.org/W2963836589","https://openalex.org/W2963840241","https://openalex.org/W2963977642","https://openalex.org/W3106228955","https://openalex.org/W4295246343","https://openalex.org/W6600313631","https://openalex.org/W6631782140","https://openalex.org/W6672596467","https://openalex.org/W6680152204","https://openalex.org/W6687483927","https://openalex.org/W6730903564","https://openalex.org/W6731892127","https://openalex.org/W6735463952","https://openalex.org/W6736305252","https://openalex.org/W6743761244"],"related_works":["https://openalex.org/W3177249605","https://openalex.org/W4376620596","https://openalex.org/W2534152068","https://openalex.org/W4299545679","https://openalex.org/W1972515067","https://openalex.org/W1689909837","https://openalex.org/W4293054914","https://openalex.org/W2549121492","https://openalex.org/W3138508047","https://openalex.org/W2953362004"],"abstract_inverted_index":{"Most":[0],"current":[1],"detection":[2,13,130,142],"methods":[3],"have":[4],"adopted":[5],"anchor":[6,22,28,76],"boxes":[7,29],"as":[8],"regression":[9],"references.":[10],"However,":[11],"the":[12,18,21,39,42,46,49,67,104,115,162],"performance":[14],"is":[15,87,100,158],"sensitive":[16],"to":[17,79,89,102],"setting":[19,26],"of":[20,27,41,48,108,178],"boxes.":[23],"A":[24],"proper":[25],"may":[30],"vary":[31],"significantly":[32,154],"across":[33],"different":[34,109,170],"datasets,":[35],"which":[36,86,112,183],"severely":[37],"limits":[38],"universality":[40],"detectors.":[43],"To":[44],"improve":[45],"adaptivity":[47],"detectors,":[50],"in":[51],"this":[52],"paper,":[53],"we":[54],"present":[55],"a":[56,96],"novel":[57,97],"dimension-decomposition":[58],"region":[59],"proposal":[60],"network":[61],"(DeRPN)":[62],"that":[63,150,161],"can":[64,113,153,165],"perfectly":[65],"displace":[66],"traditional":[68],"Region":[69],"Proposal":[70],"Network":[71],"(RPN).":[72],"DeRPN":[73,152,164],"utilizes":[74],"an":[75],"string":[77],"mechanism":[78],"independently":[80],"match":[81],"object":[82,92,129],"widths":[83],"and":[84,136,139,146,173],"heights,":[85],"conducive":[88],"treating":[90],"variant":[91],"shapes.":[93],"In":[94],"addition,":[95],"scale-sensitive":[98],"loss":[99,106],"designed":[101],"address":[103],"imbalanced":[105],"computations":[107],"scaled":[110],"objects,":[111],"avoid":[114],"small":[116],"objects":[117],"being":[118],"overwhelmed":[119],"by":[120],"larger":[121],"ones.":[122],"Comprehensive":[123],"experiments":[124],"conducted":[125],"on":[126,169],"both":[127],"general":[128],"datasets":[131,143,174],"(Pascal":[132],"VOC":[133],"2007,":[134],"2012":[135],"MS":[137],"COCO)":[138],"scene":[140],"text":[141],"(ICDAR":[144],"2013":[145],"COCO-Text)":[147],"all":[148],"prove":[149],"our":[151],"outperform":[155],"RPN.":[156],"It":[157],"worth":[159],"mentioning":[160],"proposed":[163],"be":[166],"employed":[167],"directly":[168],"models,":[171],"tasks,":[172],"without":[175],"any":[176],"modifications":[177],"hyperparameters":[179],"or":[180],"specialized":[181],"optimization,":[182],"further":[184],"demonstrates":[185],"its":[186],"adaptivity.":[187],"The":[188],"code":[189],"has":[190],"been":[191],"released":[192],"at":[193],"https://github.com/HCIILAB/DeRPN.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
