{"id":"https://openalex.org/W4309344460","doi":"https://doi.org/10.1109/smc53654.2022.9945373","title":"Variational Learning of Convolutional Neural Networks with Stochastic Deformable Kernels","display_name":"Variational Learning of Convolutional Neural Networks with Stochastic Deformable Kernels","publication_year":2022,"publication_date":"2022-10-09","ids":{"openalex":"https://openalex.org/W4309344460","doi":"https://doi.org/10.1109/smc53654.2022.9945373"},"language":"en","primary_location":{"id":"doi:10.1109/smc53654.2022.9945373","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53654.2022.9945373","pdf_url":null,"source":{"id":"https://openalex.org/S4363607746","display_name":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5074854747","display_name":"Guojian Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guojian Luo","raw_affiliation_strings":["Chongqing University,College of Automation,Chongqing,China,400044"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University,College of Automation,Chongqing,China,400044","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055672506","display_name":"Jianfeng Qu","orcid":"https://orcid.org/0000-0002-2596-2850"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Qu","raw_affiliation_strings":["Chongqing University,College of Automation,Chongqing,China,400044"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University,College of Automation,Chongqing,China,400044","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359639","display_name":"Lina Zhang","orcid":"https://orcid.org/0009-0004-1234-1379"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I50180762","display_name":"Chongqing Three Gorges University","ror":"https://ror.org/05rs3pv16","country_code":"CN","type":"education","lineage":["https://openalex.org/I50180762"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Zhang","raw_affiliation_strings":["Chongqing University Three Gorges Hospital,Chongqing,China,400044"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University Three Gorges Hospital,Chongqing,China,400044","institution_ids":["https://openalex.org/I158842170","https://openalex.org/I50180762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021498167","display_name":"Xiaoyu Fang","orcid":"https://orcid.org/0000-0002-7350-3085"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyu Fang","raw_affiliation_strings":["Chongqing University,College of Automation,Chongqing,China,400044"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University,College of Automation,Chongqing,China,400044","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388361","display_name":"Yi Zhang","orcid":"https://orcid.org/0009-0005-9463-1384"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["Chongqing University,College of Automation,Chongqing,China,400044"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University,College of Automation,Chongqing,China,400044","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080139832","display_name":"Shilin Man","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shilin Man","raw_affiliation_strings":["Chongqing University,College of Automation,Chongqing,China,400044"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chongqing University,College of Automation,Chongqing,China,400044","institution_ids":["https://openalex.org/I158842170"]}]}],"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":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1026","last_page":"1031"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9988999962806702,"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/T10320","display_name":"Neural Networks and Applications","score":0.9988999962806702,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9947999715805054,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9883000254631042,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7164881229400635},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7155035734176636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6006205677986145},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47521811723709106},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.360140860080719}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7164881229400635},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7155035734176636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6006205677986145},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47521811723709106},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.360140860080719}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc53654.2022.9945373","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc53654.2022.9945373","pdf_url":null,"source":{"id":"https://openalex.org/S4363607746","display_name":"2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320330084","display_name":"Research and Innovation Foundation","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1959608418","https://openalex.org/W2039051707","https://openalex.org/W2124386111","https://openalex.org/W2548197316","https://openalex.org/W2558580397","https://openalex.org/W2601564443","https://openalex.org/W2614256707","https://openalex.org/W2776990447","https://openalex.org/W2782436336","https://openalex.org/W2962851448","https://openalex.org/W2964250774","https://openalex.org/W2966926453","https://openalex.org/W3034938110","https://openalex.org/W3103753223","https://openalex.org/W4294562888","https://openalex.org/W6640963894","https://openalex.org/W6684578138"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Due":[0],"to":[1,14,48],"fixed":[2],"convolution":[3],"kernel":[4,44],"structure,":[5],"it":[6],"is":[7,46,76],"intractable":[8],"for":[9],"Convolutional":[10,33],"Neural":[11],"Networks":[12],"(CNN)":[13],"adequately":[15],"deal":[16],"with":[17],"intact":[18],"instance":[19],"geometric":[20,64],"transformations,":[21],"which":[22,61],"may":[23,55],"paralyze":[24],"the":[25,69,85],"CNN\u2019s":[26],"paradigmatic":[27],"feature":[28],"extraction.":[29],"Inspired":[30],"by":[31],"Deformable":[32],"Networks,":[34],"in":[35],"this":[36,88],"work,":[37],"we":[38],"introduce":[39],"stochastic":[40],"deformatble":[41],"kernels,":[42],"where":[43],"shape":[45],"assumed":[47],"be":[49],"random":[50],"vaiable.":[51],"Stochastic":[52],"deformable":[53],"kernels":[54],"extract":[56],"non-local":[57],"alienated":[58],"structural":[59],"features,":[60],"slightly":[62],"condones":[63],"transformations.":[65],"Variational":[66],"learning":[67],"of":[68,87],"model":[70],"based":[71],"on":[72],"two":[73],"approximate":[74],"posteriors":[75],"derived.":[77],"And":[78],"experiments":[79],"over":[80],"transformed":[81],"MNIST":[82],"dataset":[83],"demonstrate":[84],"validity":[86],"approach.":[89]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}