{"id":"https://openalex.org/W4317418597","doi":"https://doi.org/10.1109/gcce56475.2022.10014060","title":"Regularization to Suppress Mode Collapse in GANs Using Image Similarity","display_name":"Regularization to Suppress Mode Collapse in GANs Using Image Similarity","publication_year":2022,"publication_date":"2022-10-18","ids":{"openalex":"https://openalex.org/W4317418597","doi":"https://doi.org/10.1109/gcce56475.2022.10014060"},"language":"en","primary_location":{"id":"doi:10.1109/gcce56475.2022.10014060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcce56475.2022.10014060","pdf_url":null,"source":{"id":"https://openalex.org/S4363607800","display_name":"2022 IEEE 11th Global Conference on Consumer Electronics (GCCE)","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 11th Global Conference on Consumer Electronics (GCCE)","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/A5017498105","display_name":"Kuniyasu Imade","orcid":null},"institutions":[{"id":"https://openalex.org/I10091056","display_name":"Kanazawa University","ror":"https://ror.org/02hwp6a56","country_code":"JP","type":"education","lineage":["https://openalex.org/I10091056"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Kuniyasu Imade","raw_affiliation_strings":["Kanazawa University Kakuma-machi 920&#x2013;1192,Kanazawa,Japan"],"affiliations":[{"raw_affiliation_string":"Kanazawa University Kakuma-machi 920&#x2013;1192,Kanazawa,Japan","institution_ids":["https://openalex.org/I10091056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009888498","display_name":"Taro Kiriyama","orcid":null},"institutions":[{"id":"https://openalex.org/I10091056","display_name":"Kanazawa University","ror":"https://ror.org/02hwp6a56","country_code":"JP","type":"education","lineage":["https://openalex.org/I10091056"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Taro Kiriyama","raw_affiliation_strings":["Kanazawa University Kakuma-machi 920&#x2013;1192,Kanazawa,Japan"],"affiliations":[{"raw_affiliation_string":"Kanazawa University Kakuma-machi 920&#x2013;1192,Kanazawa,Japan","institution_ids":["https://openalex.org/I10091056"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102728648","display_name":"Satoshi Yamane","orcid":"https://orcid.org/0000-0001-7883-4054"},"institutions":[{"id":"https://openalex.org/I10091056","display_name":"Kanazawa University","ror":"https://ror.org/02hwp6a56","country_code":"JP","type":"education","lineage":["https://openalex.org/I10091056"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Satoshi Yamane","raw_affiliation_strings":["Kanazawa University Institute of Science and Engineering Kakuma-machi,Kanazawa,Japan,920-1192"],"affiliations":[{"raw_affiliation_string":"Kanazawa University Institute of Science and Engineering Kakuma-machi,Kanazawa,Japan,920-1192","institution_ids":["https://openalex.org/I10091056"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017498105"],"corresponding_institution_ids":["https://openalex.org/I10091056"],"apc_list":null,"apc_paid":null,"fwci":0.4127,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71033275,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"635","last_page":"636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11751","display_name":"Lattice Boltzmann Simulation Studies","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11751","display_name":"Lattice Boltzmann Simulation Studies","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9430999755859375,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.942300021648407,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.7572785019874573},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5200712084770203},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5185242891311646},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.470179945230484},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.460267573595047},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.425425261259079},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38669446110725403},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.32445213198661804}],"concepts":[{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.7572785019874573},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5200712084770203},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5185242891311646},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.470179945230484},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.460267573595047},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.425425261259079},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38669446110725403},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.32445213198661804},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcce56475.2022.10014060","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcce56475.2022.10014060","pdf_url":null,"source":{"id":"https://openalex.org/S4363607800","display_name":"2022 IEEE 11th Global Conference on Consumer Electronics (GCCE)","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 11th Global Conference on Consumer Electronics (GCCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2963306805","https://openalex.org/W2963684088","https://openalex.org/W2979776030","https://openalex.org/W2996690341","https://openalex.org/W3175491752","https://openalex.org/W4293320219","https://openalex.org/W4320013936","https://openalex.org/W6685352114","https://openalex.org/W6729767818","https://openalex.org/W6747826573","https://openalex.org/W6769201011","https://openalex.org/W6769452563"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2544423928","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2052122378","https://openalex.org/W2062023542","https://openalex.org/W4313731559"],"abstract_inverted_index":{"In":[0,57],"recent":[1],"years,":[2],"the":[3,54,66,69,79,87,93,97],"generation":[4],"of":[5,27,43,51,68,78,89],"images":[6,71],"and":[7,30,96],"natural":[8],"language":[9],"by":[10,85,92],"generative":[11],"models":[12,33],"has":[13],"gained":[14],"momentum.":[15],"Among":[16],"them,":[17],"Generative":[18],"Adversarial":[19],"Networks":[20],"(GANs)":[21],"have":[22,34,39],"attracted":[23],"a":[24,62],"great":[25],"deal":[26],"public":[28],"attention,":[29],"various":[31],"derived":[32],"been":[35],"proposed.":[36],"However,":[37],"GANs":[38],"many":[40],"problems,":[41],"one":[42],"which":[44,48],"is":[45,82],"mode":[46,74],"collapse,":[47],"causes":[49],"loss":[50],"diversity":[52,88],"in":[53],"generated":[55,70,91],"data.":[56],"this":[58],"study,":[59],"we":[60],"propose":[61],"regularization":[63],"term":[64],"using":[65],"similarity":[67],"to":[72],"suppress":[73],"collapse.":[75],"The":[76],"superiority":[77],"proposed":[80,98],"method":[81,95,99],"then":[83],"verified":[84],"comparing":[86],"data":[90],"conventional":[94],"through":[100],"experiments.":[101]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
