{"id":"https://openalex.org/W7166344707","doi":"https://doi.org/10.1007/978-3-032-30310-3_35","title":"A Comparative Analysis of Deep Learning Weight/Kernel Initialization and Optimization Techniques on Traffic Sign Classification Performance","display_name":"A Comparative Analysis of Deep Learning Weight/Kernel Initialization and Optimization Techniques on Traffic Sign Classification Performance","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166344707","doi":"https://doi.org/10.1007/978-3-032-30310-3_35"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-30310-3_35","doi":"https://doi.org/10.1007/978-3-032-30310-3_35","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-30310-3_35","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W7166295833","display_name":"Innovative Computing and Communications"},"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":null,"display_name":"M. Somanna","orcid":"https://orcid.org/0000-0001-6186-5225","observed_orcids":["https://orcid.org/0000-0001-6186-5225"]},"institutions":[{"id":"https://openalex.org/I204743663","display_name":"University of Mysore","ror":"https://ror.org/012bxv356","country_code":"IN","type":"education","lineage":["https://openalex.org/I204743663"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"M. Somanna","raw_affiliation_strings":["Department of Studies in Computer Science, University of Mysore, Mysuru, India"],"raw_orcid":"https://orcid.org/0000-0001-6186-5225","affiliations":[{"raw_affiliation_string":"Department of Studies in Computer Science, University of Mysore, Mysuru, India","institution_ids":["https://openalex.org/I204743663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075002813","display_name":"H. S. Nagendraswamy","orcid":"https://orcid.org/0009-0001-2614-6169","observed_orcids":["https://orcid.org/0009-0001-2614-6169"]},"institutions":[{"id":"https://openalex.org/I204743663","display_name":"University of Mysore","ror":"https://ror.org/012bxv356","country_code":"IN","type":"education","lineage":["https://openalex.org/I204743663"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"H. S. Nagendraswamy","raw_affiliation_strings":["Department of Studies in Computer Science, University of Mysore, Mysuru, India"],"raw_orcid":"https://orcid.org/0009-0001-2614-6169","affiliations":[{"raw_affiliation_string":"Department of Studies in Computer Science, University of Mysore, Mysuru, India","institution_ids":["https://openalex.org/I204743663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139479142","display_name":"Amreen Sultana","orcid":"https://orcid.org/0009-0001-0678-119X","observed_orcids":["https://orcid.org/0009-0001-0678-119X"]},"institutions":[{"id":"https://openalex.org/I204743663","display_name":"University of Mysore","ror":"https://ror.org/012bxv356","country_code":"IN","type":"education","lineage":["https://openalex.org/I204743663"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amreen Sultana","raw_affiliation_strings":["Department of Studies in Computer Science, University of Mysore, Mysuru, India"],"raw_orcid":"https://orcid.org/0009-0001-0678-119X","affiliations":[{"raw_affiliation_string":"Department of Studies in Computer Science, University of Mysore, Mysuru, India","institution_ids":["https://openalex.org/I204743663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115395374","display_name":"B L Thejashwini","orcid":"https://orcid.org/0009-0005-7273-8754","observed_orcids":["https://orcid.org/0009-0005-7273-8754"]},"institutions":[{"id":"https://openalex.org/I204743663","display_name":"University of Mysore","ror":"https://ror.org/012bxv356","country_code":"IN","type":"education","lineage":["https://openalex.org/I204743663"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"B. L. Thejashwini","raw_affiliation_strings":["Department of Studies in Computer Science, University of Mysore, Mysuru, India"],"raw_orcid":"https://orcid.org/0009-0005-7273-8754","affiliations":[{"raw_affiliation_string":"Department of Studies in Computer Science, University of Mysore, Mysuru, India","institution_ids":["https://openalex.org/I204743663"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050316020","display_name":"B.M. Chethana Kumara","orcid":"https://orcid.org/0000-0003-0061-3651","observed_orcids":["https://orcid.org/0000-0003-0061-3651"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B. M. Chethana Kumara","raw_affiliation_strings":["Samsung Electro-Mechanics, Bangalore, India"],"raw_orcid":"https://orcid.org/0000-0003-0061-3651","affiliations":[{"raw_affiliation_string":"Samsung Electro-Mechanics, Bangalore, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204743663"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.48986338,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"426","last_page":"441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9092000126838684,"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":0.9092000126838684,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.05999999865889549,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.010599999688565731,"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/traffic-sign-classification","display_name":"traffic sign classification","score":0.9599999785423279},{"id":"https://openalex.org/keywords/weight-initialization","display_name":"weight initialization","score":0.9490000009536743},{"id":"https://openalex.org/keywords/optimization-algorithm-comparison","display_name":"optimizer comparison","score":0.8209999799728394},{"id":"https://openalex.org/keywords/orthogonal-initialization","display_name":"orthogonal initialization","score":0.9660000205039978},{"id":"https://openalex.org/keywords/adamax","display_name":"Adamax","score":0.878000020980835},{"id":"https://openalex.org/keywords/adam","display_name":"Adam","score":0.5019999742507935},{"id":"https://openalex.org/keywords/rmsprop","display_name":"RMSProp","score":0.7599999904632568},{"id":"https://openalex.org/keywords/resnet-18","display_name":"ResNet-18","score":0.8999999761581421},{"id":"https://openalex.org/keywords/inception-v2","display_name":"Inception V2","score":0.9990000128746033},{"id":"https://openalex.org/keywords/german-traffic-sign-recognition-benchmark","display_name":"German Traffic Sign Recognition Benchmark","score":0.8180000185966492},{"id":"https://openalex.org/keywords/information-and-communication-technologies","display_name":"information and communication technologies","score":0.8840000033378601},{"id":"https://openalex.org/keywords/driver-assistance-systems","display_name":"driver assistance systems","score":0.7570000290870667},{"id":"https://openalex.org/keywords/autonomous-vehicles","display_name":"autonomous vehicles","score":0.8199999928474426},{"id":"https://openalex.org/keywords/convergence-behavior","display_name":"convergence behavior","score":0.6769999861717224}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7318000197410583},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.680899977684021},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6704999804496765},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6653000116348267},{"id":"https://openalex.org/C139676723","wikidata":"https://www.wikidata.org/wiki/Q1193832","display_name":"Sign (mathematics)","level":2,"score":0.4323999881744385},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3953999876976013},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3734000027179718},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3598000109195709},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.32249999046325684},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28360000252723694},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.2669000029563904},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C97385483","wikidata":"https://www.wikidata.org/wiki/Q16954980","display_name":"Deep belief network","level":3,"score":0.2531999945640564}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-30310-3_35","doi":"https://doi.org/10.1007/978-3-032-30310-3_35","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-30310-3_35","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1686810756","https://openalex.org/W1932847118","https://openalex.org/W2097117768","https://openalex.org/W2117876524","https://openalex.org/W2125930537","https://openalex.org/W2163605009","https://openalex.org/W2178237821","https://openalex.org/W2194775991","https://openalex.org/W2396955114","https://openalex.org/W2523246573","https://openalex.org/W2964121744","https://openalex.org/W3004577623","https://openalex.org/W3211290194","https://openalex.org/W4238404964","https://openalex.org/W4297539676","https://openalex.org/W4310295782","https://openalex.org/W4324065518","https://openalex.org/W4378528083","https://openalex.org/W4393029506","https://openalex.org/W4394565349","https://openalex.org/W4399220598","https://openalex.org/W4405866995","https://openalex.org/W4407097759","https://openalex.org/W4408679645","https://openalex.org/W4409097097"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2026-06-28T00:00:00"}
