{"id":"https://openalex.org/W4406416565","doi":"https://doi.org/10.1109/ic3i61595.2024.10829128","title":"Deep Learning Approaches for Solving Challenges in Computer Vision Applications and Exploring Evolving Patterns","display_name":"Deep Learning Approaches for Solving Challenges in Computer Vision Applications and Exploring Evolving Patterns","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4406416565","doi":"https://doi.org/10.1109/ic3i61595.2024.10829128"},"language":"en","primary_location":{"id":"doi:10.1109/ic3i61595.2024.10829128","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829128","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","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/A5027677470","display_name":"Sujay Gejji","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sujay Gejji","raw_affiliation_strings":["S. G. Balekundri Institute of Technology,Department of Electronics & Communication Engineering,Belagavi,Karnataka,India"],"affiliations":[{"raw_affiliation_string":"S. G. Balekundri Institute of Technology,Department of Electronics & Communication Engineering,Belagavi,Karnataka,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111248844","display_name":"B. R. Supreeth","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B. R. Supreeth","raw_affiliation_strings":["Oxford Degree and PG College Sir. M. Visveshwaraiah Layout,Department of Computer Science,Bangalore"],"affiliations":[{"raw_affiliation_string":"Oxford Degree and PG College Sir. M. Visveshwaraiah Layout,Department of Computer Science,Bangalore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114373342","display_name":"Pathan Firoze Khan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pathan Firoze Khan","raw_affiliation_strings":["Madanapalle institute of Technology & Science,Department of Computer Science & Technology,Madanapalle,Andhra Pradesh,India"],"affiliations":[{"raw_affiliation_string":"Madanapalle institute of Technology & Science,Department of Computer Science & Technology,Madanapalle,Andhra Pradesh,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039713550","display_name":"S. Venkat","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. Venkat","raw_affiliation_strings":["S. A. Engineering College,Department of Electronics and communication Engineering,Chennai,Tamil Nadu,India"],"affiliations":[{"raw_affiliation_string":"S. A. Engineering College,Department of Electronics and communication Engineering,Chennai,Tamil Nadu,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055879707","display_name":"K Pradeepa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K Pradeepa","raw_affiliation_strings":["KPR College of Arts Science and Research,Department of Artificial Intelligence and Data Science,Coimbatore,Tamil Nadu,India"],"affiliations":[{"raw_affiliation_string":"KPR College of Arts Science and Research,Department of Artificial Intelligence and Data Science,Coimbatore,Tamil Nadu,India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102753329","display_name":"S. Kaliappan","orcid":null},"institutions":[{"id":"https://openalex.org/I110360157","display_name":"Lovely Professional University","ror":"https://ror.org/00et6q107","country_code":"IN","type":"education","lineage":["https://openalex.org/I110360157"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Kaliappan","raw_affiliation_strings":["Lovely Professional University,Division of Research and Development,Phagwara,Punjab,India"],"affiliations":[{"raw_affiliation_string":"Lovely Professional University,Division of Research and Development,Phagwara,Punjab,India","institution_ids":["https://openalex.org/I110360157"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027677470"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2624,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.5871723,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1008","last_page":"1013"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9976999759674072,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9976999759674072,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9975000023841858,"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":0.9941999912261963,"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":0.7278345823287964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5586313009262085},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5161791443824768},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39490991830825806},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3612300753593445},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33715197443962097}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7278345823287964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5586313009262085},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5161791443824768},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39490991830825806},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3612300753593445},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33715197443962097}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3i61595.2024.10829128","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829128","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W3157241031","https://openalex.org/W4224069960","https://openalex.org/W4283452283","https://openalex.org/W4283835216","https://openalex.org/W4291819654","https://openalex.org/W4321232185","https://openalex.org/W4324065518","https://openalex.org/W4366986563","https://openalex.org/W4367146824","https://openalex.org/W4382004600","https://openalex.org/W4386000360","https://openalex.org/W7048054250"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3046775127"],"abstract_inverted_index":{"Deep":[0],"learning":[1,28,71,123],"has":[2],"brought":[3],"substantial":[4],"advancements":[5,177],"to":[6,15,58,143,180],"computer":[7,164],"vision":[8,40,165],"in":[9,67,147,163,186],"recent":[10],"years":[11],"by":[12,169],"providing":[13],"answers":[14],"challenging":[16,145],"visual":[17],"interpretation":[18],"problems.":[19],"It":[20,159],"investigates":[21],"several":[22],"DL":[23,174],"methodologies,":[24],"such":[25],"as":[26],"self-supervised":[27,70,122],"strategies,":[29],"hybrid":[30,54],"CNN-RNN":[31,104],"models,":[32],"enhanced":[33],"CNNs,":[34],"generative":[35],"adversarial":[36],"networks":[37],"(GANs),":[38],"and":[39,61,69,116,134,156,183,197],"transformers":[41],"(ViTs).":[42],"Novel":[43],"CNN":[44],"architectures":[45],"are":[46,49,56],"designed,":[47],"GANs":[48,96],"used":[50,57,66,73],"for":[51,74,121],"image":[52,157],"synthesis,":[53],"models":[55,105],"integrate":[59],"spatial":[60],"temporal":[62],"information,":[63],"self-attention":[64],"is":[65,72],"ViTs,":[68],"feature":[75,148],"extraction.":[76],"The":[77],"results":[78],"of":[79,87,95,102,111,119,136,173,189],"the":[80,85,93,100,109,117,131,137,170],"study":[81],"show":[82],"significant":[83],"improvements:":[84],"accuracy":[86,94,101,110,118],"Enhanced":[88],"CNNs":[89],"was":[90,97,106,113,125],"$81.6":[91],"\\%$,":[92,99,108,115],"$14.8":[98],"Hybrid":[103],"$86.2":[107],"ViTs":[112],"$79.2":[114],"transfer":[120],"techniques":[124],"$76.8":[126],"\\%$.":[127],"These":[128,176],"findings":[129],"demonstrate":[130],"improved":[132],"effectiveness":[133],"performance":[135],"suggested":[138],"techniques,":[139],"highlighting":[140],"their":[141],"potential":[142],"resolve":[144],"problems":[146],"extraction,":[149],"video":[150],"analysis,":[151],"object":[152],"recognition,":[153],"picture":[154],"enhancement,":[155],"classification.":[158],"concludes":[160],"that":[161],"advances":[162],"will":[166,178],"be":[167],"facilitated":[168],"ongoing":[171],"development":[172],"methods.":[175],"lead":[179],"more":[181],"precise":[182],"adaptable":[184],"applications":[185],"a":[187],"range":[188],"fields,":[190],"including":[191],"autonomous":[192],"driving,":[193],"medical":[194],"imaging,":[195],"surveillance,":[196],"augmented":[198],"reality.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}