{"id":"https://openalex.org/W4312260864","doi":"https://doi.org/10.1109/icpr56361.2022.9956715","title":"Rethinking Task-Incremental Learning Baselines","display_name":"Rethinking Task-Incremental Learning Baselines","publication_year":2022,"publication_date":"2022-08-21","ids":{"openalex":"https://openalex.org/W4312260864","doi":"https://doi.org/10.1109/icpr56361.2022.9956715"},"language":"en","primary_location":{"id":"doi:10.1109/icpr56361.2022.9956715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr56361.2022.9956715","pdf_url":null,"source":{"id":"https://openalex.org/S4363607731","display_name":"2022 26th International Conference on Pattern Recognition (ICPR)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"2022 26th International Conference on Pattern Recognition (ICPR)","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/A5100663104","display_name":"Md. Sazzad Hossain","orcid":"https://orcid.org/0000-0003-1481-6994"},"institutions":[{"id":"https://openalex.org/I4210157203","display_name":"Grameenphone (Bangladesh)","ror":"https://ror.org/05cmcts66","country_code":"BD","type":"company","lineage":["https://openalex.org/I4210157203"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md Sazzad Hossain","raw_affiliation_strings":["Apurba Technologies Limited,Dhaka,Bangladesh","Apurba Technologies Limited, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Apurba Technologies Limited,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I4210157203"]},{"raw_affiliation_string":"Apurba Technologies Limited, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082101912","display_name":"Pritom Saha","orcid":"https://orcid.org/0000-0003-1646-7804"},"institutions":[{"id":"https://openalex.org/I4210157203","display_name":"Grameenphone (Bangladesh)","ror":"https://ror.org/05cmcts66","country_code":"BD","type":"company","lineage":["https://openalex.org/I4210157203"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Pritom Saha","raw_affiliation_strings":["Apurba Technologies Limited,Dhaka,Bangladesh","Apurba Technologies Limited, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Apurba Technologies Limited,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I4210157203"]},{"raw_affiliation_string":"Apurba Technologies Limited, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062689776","display_name":"Townim Faisal Chowdhury","orcid":"https://orcid.org/0000-0003-1780-6046"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Townim Faisal Chowdhury","raw_affiliation_strings":["North South University,Apurba-NSU R&#x0026;D Lab, Department of Electrical and Computer Engineering,Dhaka,Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North South University,Apurba-NSU R&#x0026;D Lab, Department of Electrical and Computer Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I157386601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007895165","display_name":"Shafin Rahman","orcid":"https://orcid.org/0000-0001-7169-0318"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Shafin Rahman","raw_affiliation_strings":["North South University,Apurba-NSU R&#x0026;D Lab, Department of Electrical and Computer Engineering,Dhaka,Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North South University,Apurba-NSU R&#x0026;D Lab, Department of Electrical and Computer Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I157386601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029426102","display_name":"Fuad Rahman","orcid":"https://orcid.org/0000-0002-8670-7124"},"institutions":[{"id":"https://openalex.org/I4210157203","display_name":"Grameenphone (Bangladesh)","ror":"https://ror.org/05cmcts66","country_code":"BD","type":"company","lineage":["https://openalex.org/I4210157203"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Fuad Rahman","raw_affiliation_strings":["Apurba Technologies Limited,Dhaka,Bangladesh","Apurba Technologies Limited, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Apurba Technologies Limited,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I4210157203"]},{"raw_affiliation_string":"Apurba Technologies Limited, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062072064","display_name":"Nabeel Mohammed","orcid":"https://orcid.org/0000-0002-7661-3570"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Nabeel Mohammed","raw_affiliation_strings":["North South University,Apurba-NSU R&#x0026;D Lab, Department of Electrical and Computer Engineering,Dhaka,Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North South University,Apurba-NSU R&#x0026;D Lab, Department of Electrical and Computer Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I157386601"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2771","last_page":"2777"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9997000098228455,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.988099992275238,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9861000180244446,"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/computer-science","display_name":"Computer science","score":0.8267609477043152},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5929027795791626},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.5459531545639038},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5450731515884399},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5231534242630005},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.44375932216644287},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.4164167642593384}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8267609477043152},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5929027795791626},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.5459531545639038},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5450731515884399},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5231534242630005},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.44375932216644287},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.4164167642593384},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpr56361.2022.9956715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr56361.2022.9956715","pdf_url":null,"source":{"id":"https://openalex.org/S4363607731","display_name":"2022 26th International Conference on Pattern Recognition (ICPR)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"2022 26th International Conference on Pattern Recognition (ICPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W1920022804","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2335728318","https://openalex.org/W2554616628","https://openalex.org/W2560647685","https://openalex.org/W2583761661","https://openalex.org/W2734314755","https://openalex.org/W2750384547","https://openalex.org/W2756154119","https://openalex.org/W2765101016","https://openalex.org/W2771964490","https://openalex.org/W2786446225","https://openalex.org/W2791091755","https://openalex.org/W2902625698","https://openalex.org/W2947461406","https://openalex.org/W2963341924","https://openalex.org/W2963390791","https://openalex.org/W2963588172","https://openalex.org/W2963813679","https://openalex.org/W2964067969","https://openalex.org/W2964189064","https://openalex.org/W2982220706","https://openalex.org/W2991925937","https://openalex.org/W2995139074","https://openalex.org/W3007041883","https://openalex.org/W3021931813","https://openalex.org/W3091958244","https://openalex.org/W3092838482","https://openalex.org/W3098511564","https://openalex.org/W3100156920","https://openalex.org/W3108827478","https://openalex.org/W3118608800","https://openalex.org/W3122530523","https://openalex.org/W3195577467","https://openalex.org/W3198159964","https://openalex.org/W4293407356","https://openalex.org/W4295883599","https://openalex.org/W4297732320","https://openalex.org/W4298857780","https://openalex.org/W4301163820","https://openalex.org/W4319988532","https://openalex.org/W6640300118","https://openalex.org/W6677258307","https://openalex.org/W6703116779","https://openalex.org/W6712906272","https://openalex.org/W6717697761","https://openalex.org/W6732467815","https://openalex.org/W6732742072","https://openalex.org/W6734330393","https://openalex.org/W6741217325","https://openalex.org/W6743688258","https://openalex.org/W6745121187","https://openalex.org/W6746266179","https://openalex.org/W6746643698","https://openalex.org/W6747837551","https://openalex.org/W6755950020","https://openalex.org/W6757384668","https://openalex.org/W6763411897","https://openalex.org/W6763462227","https://openalex.org/W6780903051","https://openalex.org/W6784566949","https://openalex.org/W6787972765","https://openalex.org/W6849896277"],"related_works":["https://openalex.org/W2055243143","https://openalex.org/W4321636575","https://openalex.org/W1986418932","https://openalex.org/W2357796999","https://openalex.org/W2045526782","https://openalex.org/W2741131631","https://openalex.org/W2156919374","https://openalex.org/W1984019423","https://openalex.org/W2961085424","https://openalex.org/W2951720331"],"abstract_inverted_index":{"It":[0],"is":[1,50,77,209],"common":[2,72],"to":[3,12,24,78,156],"have":[4],"continuous":[5],"streams":[6],"of":[7,53,59,65,74,101,119],"new":[8],"data":[9,124],"that":[10,82,141,207],"need":[11],"be":[13],"introduced":[14],"in":[15,18,117,216],"the":[16,33,93],"system":[17],"real-world":[19],"applications.":[20],"The":[21],"model":[22],"needs":[23],"learn":[25],"newly":[26,60],"added":[27],"capabilities":[28],"(future":[29],"tasks)":[30],"while":[31,146],"retaining":[32],"old":[34],"knowledge":[35],"(past":[36],"tasks).":[37],"Incremental":[38],"learning":[39,49,55,140],"has":[40],"recently":[41],"become":[42],"increasingly":[43],"appealing":[44],"for":[45,137,191],"this":[46,127,162],"problem.":[47],"Task-incremental":[48],"a":[51,80,187,192,217],"kind":[52],"incremental":[54,139],"where":[56],"task":[57,62,138,214],"identity":[58],"included":[61],"(a":[63],"set":[64],"classes)":[66],"remains":[67],"known":[68],"during":[69],"inference.":[70],"A":[71],"goal":[73],"task-incremental":[75,218],"methods":[76,97,111],"design":[79],"network":[81],"can":[83],"operate":[84],"on":[85,164],"minimal":[86,148],"size,":[87],"maintaining":[88],"decent":[89],"performance.":[90],"To":[91],"manage":[92],"stability-plasticity":[94],"dilemma,":[95],"different":[96,213],"utilize":[98],"replay":[99],"memory":[100,115,153],"past":[102],"tasks,":[103],"specialized":[104],"hardware,":[105],"regularization":[106],"monitoring":[107],"etc.":[108],"However,":[109],"these":[110],"are":[112],"still":[113],"less":[114],"efficient":[116],"terms":[118],"architecture":[120],"growth":[121],"or":[122],"input":[123],"costs.":[125],"In":[126],"study,":[128],"we":[129,204],"present":[130],"an":[131],"effective":[132],"Simple":[133],"Adjustment":[134],"Network":[135],"(SAN)":[136],"achieves":[142],"near":[143],"state-of-the-art":[144,158],"performance":[145],"using":[147,152],"architectural":[149],"size":[150],"without":[151],"instances":[154],"compared":[155],"previous":[157],"approaches.":[159],"We":[160],"investigate":[161],"approach":[163],"both":[165,199],"3D":[166,202],"point":[167],"cloud":[168],"object":[169],"(ModelNet40)":[170],"and":[171,181,185,201],"2D":[172,200],"image":[173],"(CIFAR10,":[174],"CIFAR100,":[175],"MiniImageNet,":[176],"MNIST,":[177],"PermutedMNIST,":[178],"notMNIST,":[179],"SVHN,":[180],"FashionMNIST)":[182],"recognition":[183],"tasks":[184],"establish":[186],"strong":[188],"baseline":[189],"result":[190],"fair":[193],"comparison":[194],"with":[195],"existing":[196],"methods.":[197],"On":[198],"domains,":[203],"also":[205],"observe":[206],"SAN":[208],"primarily":[210],"unaffected":[211],"by":[212],"orders":[215],"setting.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
