{"id":"https://openalex.org/W2162433343","doi":"https://doi.org/10.1109/cvpr.2012.6247949","title":"Batch mode Adaptive Multiple Instance Learning for computer vision tasks","display_name":"Batch mode Adaptive Multiple Instance Learning for computer vision tasks","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2162433343","doi":"https://doi.org/10.1109/cvpr.2012.6247949","mag":"2162433343"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr.2012.6247949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2012.6247949","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Computer Vision and Pattern Recognition","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/A5100719271","display_name":"Wen Li","orcid":"https://orcid.org/0000-0002-5559-8594"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Wen Li","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080093489","display_name":"Lixin Duan","orcid":"https://orcid.org/0000-0002-0723-4016"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Lixin Duan","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021751767","display_name":"Ivor W. Tsang","orcid":"https://orcid.org/0000-0001-8095-4637"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"I. W. Tsang","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082181536","display_name":"Dong Xu","orcid":"https://orcid.org/0000-0003-2775-9730"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dong Xu","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100719271"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":3.0532,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.92728898,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2368","last_page":"2375"},"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":0.9995999932289124,"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":0.9995999932289124,"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":0.9937999844551086,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8401806354522705},{"id":"https://openalex.org/keywords/batch-processing","display_name":"Batch processing","score":0.6221668124198914},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6058721542358398},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6013274788856506},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46800747513771057},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45542943477630615},{"id":"https://openalex.org/keywords/video-tracking","display_name":"Video tracking","score":0.453505277633667},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.43777891993522644},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3517310619354248},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.3424776792526245}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8401806354522705},{"id":"https://openalex.org/C172658912","wikidata":"https://www.wikidata.org/wiki/Q661613","display_name":"Batch processing","level":2,"score":0.6221668124198914},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6058721542358398},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6013274788856506},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46800747513771057},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45542943477630615},{"id":"https://openalex.org/C202474056","wikidata":"https://www.wikidata.org/wiki/Q1931635","display_name":"Video tracking","level":3,"score":0.453505277633667},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.43777891993522644},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3517310619354248},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.3424776792526245},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/cvpr.2012.6247949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2012.6247949","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Computer Vision and Pattern Recognition","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.261.3143","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.261.3143","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://c2inet.sce.ntu.edu.sg/ivor/publication/BAMIL.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.484.1597","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.484.1597","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://vc.sce.ntu.edu.sg/index_files/BMAMIL-CVPR.pdf","raw_type":"text"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/98431","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/98431","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/29981","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/29981","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1479807131","https://openalex.org/W1535599202","https://openalex.org/W1540386283","https://openalex.org/W1554039773","https://openalex.org/W1745796331","https://openalex.org/W1987496434","https://openalex.org/W2007972815","https://openalex.org/W2069808690","https://openalex.org/W2098166271","https://openalex.org/W2098239572","https://openalex.org/W2099501835","https://openalex.org/W2106848050","https://openalex.org/W2107228074","https://openalex.org/W2108745803","https://openalex.org/W2109305780","https://openalex.org/W2110119381","https://openalex.org/W2118253129","https://openalex.org/W2121193292","https://openalex.org/W2129395285","https://openalex.org/W2133128938","https://openalex.org/W2134052170","https://openalex.org/W2136595724","https://openalex.org/W2154318594","https://openalex.org/W2158379527","https://openalex.org/W2163474322","https://openalex.org/W2166010828","https://openalex.org/W2167089254","https://openalex.org/W2539525772","https://openalex.org/W4231340930","https://openalex.org/W6632200337","https://openalex.org/W6633085109","https://openalex.org/W6637702552","https://openalex.org/W6676245398","https://openalex.org/W6676685718","https://openalex.org/W6678134247","https://openalex.org/W6679154908","https://openalex.org/W6679929812","https://openalex.org/W6680240620","https://openalex.org/W6683033130","https://openalex.org/W6684274140","https://openalex.org/W6728706464"],"related_works":["https://openalex.org/W2737719445","https://openalex.org/W2898210368","https://openalex.org/W2382480268","https://openalex.org/W1976518449","https://openalex.org/W2732837990","https://openalex.org/W4206198161","https://openalex.org/W4292830139","https://openalex.org/W2971551846","https://openalex.org/W2965594636","https://openalex.org/W2912550626"],"abstract_inverted_index":{"Multiple":[0,67],"Instance":[1,68],"Learning":[2,69],"(MIL)":[3],"has":[4],"been":[5],"widely":[6],"exploited":[7],"in":[8,28,48,140],"many":[9],"computer":[10,50],"vision":[11,51],"tasks,":[12],"such":[13,143],"as":[14,144],"image":[15,173],"retrieval,":[16],"object":[17,145,186],"tracking":[18,187],"and":[19,135],"so":[20],"on.":[21],"To":[22],"handle":[23],"ambiguity":[24],"of":[25,34,46,79,94,105],"instance":[26],"labels":[27],"positive":[29,164],"bags,":[30],"the":[31,44,73,88,117,127,158,181],"training":[32,82,89,106],"process":[33],"traditional":[35,128],"MIL":[36,47,75,129,161,193],"methods":[37,130],"is":[38,114,154],"usually":[39],"computationally":[40],"expensive,":[41],"which":[42,113],"limits":[43],"applications":[45,134],"more":[49],"tasks.":[52],"In":[53,175],"this":[54],"paper,":[55],"we":[56,86,101],"propose":[57],"a":[58,110],"novel":[59],"batch":[60,104,122],"mode":[61,65,123],"framework,":[62],"namely":[63],"Batch":[64],"Adaptive":[66],"(BAMIL),":[70],"to":[71,108],"accelerate":[72],"instance-level":[74],"methods.":[76,194],"Specifically,":[77],"instead":[78],"using":[80],"all":[81],"bags":[83,90,95,107,165],"at":[84],"once,":[85],"divide":[87],"into":[91],"several":[92],"sets":[93],"(i.e.,":[96],"batches).":[97],"At":[98],"each":[99],"time,":[100],"use":[102],"one":[103],"train":[109],"new":[111],"classifier":[112],"adapted":[115],"from":[116],"latest":[118],"pre-learned":[119],"classifier.":[120],"Such":[121],"framework":[124],"significantly":[125],"accelerates":[126],"for":[131,170,185],"large":[132],"scale":[133],"can":[136],"be":[137],"also":[138,179],"used":[139],"dynamic":[141,176],"environments":[142],"tracking.":[146],"The":[147],"experimental":[148],"results":[149],"show":[150],"that":[151],"our":[152],"BAMIL":[153,178],"much":[155],"faster":[156],"than":[157],"recently":[159],"developed":[160],"with":[162,190],"constrained":[163],"while":[166],"achieves":[167,180],"comparable":[168],"performance":[169,184],"text-based":[171],"web":[172],"retrieval.":[174],"settings,":[177],"better":[182],"overall":[183],"when":[188],"compared":[189],"other":[191],"online":[192]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":6},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}