{"id":"https://openalex.org/W4414013392","doi":"https://doi.org/10.3390/jimaging11090304","title":"A Comparative Survey of Vision Transformers for Feature Extraction in Texture Analysis","display_name":"A Comparative Survey of Vision Transformers for Feature Extraction in Texture Analysis","publication_year":2025,"publication_date":"2025-09-05","ids":{"openalex":"https://openalex.org/W4414013392","doi":"https://doi.org/10.3390/jimaging11090304","pmid":"https://pubmed.ncbi.nlm.nih.gov/41003354"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging11090304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11090304","pdf_url":"https://www.mdpi.com/2313-433X/11/9/304/pdf?version=1757076727","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/11/9/304/pdf?version=1757076727","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059696931","display_name":"Leonardo Scabini","orcid":"https://orcid.org/0000-0003-3986-7747"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]},{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Leonardo Scabini","raw_affiliation_strings":["S\u00e3o Carlos Institute of Physics, University of S\u00e3o Paulo, S\u00e3o Carlos 13560-970, SP, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-3986-7747","affiliations":[{"raw_affiliation_string":"S\u00e3o Carlos Institute of Physics, University of S\u00e3o Paulo, S\u00e3o Carlos 13560-970, SP, Brazil","institution_ids":["https://openalex.org/I177909021","https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099096878","display_name":"Andre Sacilotti","orcid":null},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andre Sacilotti","raw_affiliation_strings":["Institute of Mathematics and Computer Sciences, University of S\u00e3o Paulo, S\u00e3o Carlos 13566-590, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Mathematics and Computer Sciences, University of S\u00e3o Paulo, S\u00e3o Carlos 13566-590, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043130087","display_name":"Kallil Zielinski","orcid":"https://orcid.org/0000-0001-9395-6287"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]},{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Kallil M. Zielinski","raw_affiliation_strings":["S\u00e3o Carlos Institute of Physics, University of S\u00e3o Paulo, S\u00e3o Carlos 13560-970, SP, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"S\u00e3o Carlos Institute of Physics, University of S\u00e3o Paulo, S\u00e3o Carlos 13560-970, SP, Brazil","institution_ids":["https://openalex.org/I177909021","https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069644968","display_name":"Lucas C. Ribas","orcid":"https://orcid.org/0000-0003-2490-180X"},"institutions":[{"id":"https://openalex.org/I879563668","display_name":"Universidade Estadual Paulista (Unesp)","ror":"https://ror.org/00987cb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I879563668"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Lucas C. Ribas","raw_affiliation_strings":["Institute of Biosciences, Humanities and Exact Sciences, S\u00e3o Paulo State University, S\u00e3o Jos\u00e9 do Rio Preto 15054-000, SP, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-2490-180X","affiliations":[{"raw_affiliation_string":"Institute of Biosciences, Humanities and Exact Sciences, S\u00e3o Paulo State University, S\u00e3o Jos\u00e9 do Rio Preto 15054-000, SP, Brazil","institution_ids":["https://openalex.org/I879563668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012437460","display_name":"Bernard De Baets","orcid":"https://orcid.org/0000-0002-3876-620X"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bernard De Baets","raw_affiliation_strings":["KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, 9000 Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0002-3876-620X","affiliations":[{"raw_affiliation_string":"KERMIT, Department of Data Analysis and Mathematical Modelling, Ghent University, 9000 Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074213486","display_name":"Odemir Martinez Bruno","orcid":"https://orcid.org/0000-0002-2945-1556"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]},{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Odemir M. Bruno","raw_affiliation_strings":["Institute of Mathematics and Computer Sciences, University of S\u00e3o Paulo, S\u00e3o Carlos 13566-590, SP, Brazil","S\u00e3o Carlos Institute of Physics, University of S\u00e3o Paulo, S\u00e3o Carlos 13560-970, SP, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-2945-1556","affiliations":[{"raw_affiliation_string":"Institute of Mathematics and Computer Sciences, University of S\u00e3o Paulo, S\u00e3o Carlos 13566-590, SP, Brazil","institution_ids":["https://openalex.org/I17974374"]},{"raw_affiliation_string":"S\u00e3o Carlos Institute of Physics, University of S\u00e3o Paulo, S\u00e3o Carlos 13560-970, SP, Brazil","institution_ids":["https://openalex.org/I177909021","https://openalex.org/I17974374"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5059696931"],"corresponding_institution_ids":["https://openalex.org/I177909021","https://openalex.org/I17974374"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":10.016,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.98409394,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"11","issue":"9","first_page":"304","last_page":"304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9980000257492065,"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":0.9980000257492065,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9932000041007996,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9805999994277954,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6665135025978088},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.656807005405426},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.608875036239624},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.607162594795227},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4993407726287842},{"id":"https://openalex.org/keywords/image-texture","display_name":"Image texture","score":0.41545969247817993},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.34255436062812805},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.152337908744812}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6665135025978088},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.656807005405426},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.608875036239624},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.607162594795227},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4993407726287842},{"id":"https://openalex.org/C63099799","wikidata":"https://www.wikidata.org/wiki/Q17147001","display_name":"Image texture","level":4,"score":0.41545969247817993},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.34255436062812805},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.152337908744812}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/jimaging11090304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11090304","pdf_url":"https://www.mdpi.com/2313-433X/11/9/304/pdf?version=1757076727","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:41003354","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41003354","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of imaging","raw_type":null},{"id":"pmh:oai:archive.ugent.be:01K4SNZ25N15SYXA237P05EXTQ","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-01K4SNZ25N15SYXA237P05EXTQ","pdf_url":"https://biblio.ugent.be/publication/01K4SNZ25N15SYXA237P05EXTQ/file/01K4SP0DJYDFC8EPTDJQCN2E0Z.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2313-433X","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:8fe0d63145e64f0fb9edf2e9cf1e2f69","is_oa":true,"landing_page_url":"https://doaj.org/article/8fe0d63145e64f0fb9edf2e9cf1e2f69","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Imaging, Vol 11, Iss 9, p 304 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11278274","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12470584","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:12470584","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12470584/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/jimaging11090304","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11090304","pdf_url":"https://www.mdpi.com/2313-433X/11/9/304/pdf?version=1757076727","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2059554399","display_name":null,"funder_award_id":"2021/08325-2","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G3268617222","display_name":null,"funder_award_id":"2021/08325-2","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G3924801311","display_name":null,"funder_award_id":"2023/04583-2","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G4201414727","display_name":null,"funder_award_id":"2023/10442-2","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G4877158127","display_name":null,"funder_award_id":"2023/04583-2","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G5725104968","display_name":null,"funder_award_id":"305610/2022-8","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G606287840","display_name":null,"funder_award_id":"2018/22214-6","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G6301062857","display_name":null,"funder_award_id":"2024/00530-4","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G6677827461","display_name":null,"funder_award_id":"2022/03668-1","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G6955434895","display_name":null,"funder_award_id":"2022/03668-1","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G7020617688","display_name":null,"funder_award_id":"88887. 631085/2021-00","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G7112840192","display_name":null,"funder_award_id":"2024/00530-4","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G7439612639","display_name":null,"funder_award_id":"88887. 631085/2021-00","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"},{"id":"https://openalex.org/G8044735214","display_name":null,"funder_award_id":"2023/10442-2","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"},{"id":"https://openalex.org/G8194885936","display_name":null,"funder_award_id":"2018/22214-6","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"}],"funders":[{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"},{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414013392.pdf","grobid_xml":"https://content.openalex.org/works/W4414013392.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W84056356","https://openalex.org/W1606858007","https://openalex.org/W1975858517","https://openalex.org/W2047643928","https://openalex.org/W2059552065","https://openalex.org/W2059624237","https://openalex.org/W2112796928","https://openalex.org/W2117251230","https://openalex.org/W2119440128","https://openalex.org/W2119821739","https://openalex.org/W2147800946","https://openalex.org/W2153786187","https://openalex.org/W2163352848","https://openalex.org/W2194775991","https://openalex.org/W2566365295","https://openalex.org/W2618530766","https://openalex.org/W2895238724","https://openalex.org/W2907648650","https://openalex.org/W2964010999","https://openalex.org/W2993205405","https://openalex.org/W2994926788","https://openalex.org/W2997591727","https://openalex.org/W3035022492","https://openalex.org/W3138516171","https://openalex.org/W3151130473","https://openalex.org/W3159481202","https://openalex.org/W3169284224","https://openalex.org/W3170224286","https://openalex.org/W3170778815","https://openalex.org/W3171206729","https://openalex.org/W3186054841","https://openalex.org/W3212933375","https://openalex.org/W3214243459","https://openalex.org/W4214634256","https://openalex.org/W4214709605","https://openalex.org/W4256561644","https://openalex.org/W4285309572","https://openalex.org/W4287020683","https://openalex.org/W4287022992","https://openalex.org/W4287448801","https://openalex.org/W4292113886","https://openalex.org/W4312453657","https://openalex.org/W4312718069","https://openalex.org/W4312769131","https://openalex.org/W4322707069","https://openalex.org/W4382932734","https://openalex.org/W4386619578","https://openalex.org/W4389903709","https://openalex.org/W4391041574","https://openalex.org/W4402727538"],"related_works":["https://openalex.org/W2601157893","https://openalex.org/W2373006798","https://openalex.org/W2131735617","https://openalex.org/W2056912418","https://openalex.org/W2033213769","https://openalex.org/W4312376745","https://openalex.org/W2136016640","https://openalex.org/W2049538278","https://openalex.org/W2886173746","https://openalex.org/W4200043248"],"abstract_inverted_index":{"Texture,":[0],"a":[1,44,156,161,176,202],"significant":[2],"visual":[3,47],"attribute":[4],"in":[5,11,104],"images,":[6],"plays":[7],"an":[8],"important":[9],"role":[10],"many":[12],"pattern":[13],"recognition":[14,48,57,73],"tasks.":[15],"While":[16],"Convolutional":[17],"Neural":[18],"Networks":[19],"(CNNs)":[20],"have":[21,38,175],"been":[22],"among":[23],"the":[24,51,65,101,133,146,151,197],"most":[25],"effective":[26],"methods":[27],"for":[28,55,71,205,213],"texture":[29,56,72,108,128,206],"analysis,":[30],"alternative":[31],"architectures":[32],"such":[33,216],"as":[34,80,201,217],"Vision":[35],"Transformers":[36],"(ViTs)":[37],"recently":[39],"demonstrated":[40],"superior":[41],"performance":[42],"on":[43,189],"range":[45],"of":[46,53,69,165,169,179,199],"problems.":[49],"However,":[50],"suitability":[52],"ViTs":[54,70,106,114,200],"remains":[58],"underexplored.":[59],"In":[60,167],"this":[61],"work,":[62],"we":[63],"investigate":[64],"capabilities":[66],"and":[67,83,88,96,118,126,142,150,173,181,220],"limitations":[68],"by":[74,139],"analyzing":[75],"25":[76],"different":[77],"ViT":[78],"variants":[79],"feature":[81,187],"extractors":[82],"comparing":[84],"them":[85],"to":[86,99,107,192,211],"CNN-based":[87,117],"hand-engineered":[89,119,152],"approaches.":[90],"Our":[91,110],"evaluation":[92],"encompasses":[93],"both":[94],"accuracy":[95,136,164],"efficiency,":[97,170],"aiming":[98],"assess":[100],"trade-offs":[102],"involved":[103],"applying":[105],"analysis.":[109],"results":[111],"indicate":[112],"that":[113],"generally":[115],"outperform":[116],"models,":[120],"particularly":[121],"when":[122],"using":[123],"strong":[124],"pre-training":[125],"in-the-wild":[127],"datasets.":[129],"Notably,":[130],"BeiTv2-B/16":[131],"achieves":[132],"highest":[134],"average":[135,163],"(85.7%),":[137],"followed":[138],"ViT-B/16-DINO":[140],"(84.1%)":[141],"Swin-B":[143],"(80.8%),":[144],"outperforming":[145],"ResNet50":[147],"baseline":[148,153],"(75.5%)":[149],"(73.4%).":[154],"As":[155],"lightweight":[157],"alternative,":[158],"EfficientFormer-L3":[159],"attains":[160],"competitive":[162],"78.9%.":[166],"terms":[168],"although":[171],"ViT-B":[172],"BeiT(v2)":[174],"higher":[177],"number":[178],"GFLOPs":[180],"parameters,":[182],"they":[183],"achieve":[184],"significantly":[185],"faster":[186],"extraction":[188],"GPUs":[190],"compared":[191],"ResNet50.":[193],"These":[194],"findings":[195],"highlight":[196],"potential":[198],"powerful":[203],"tool":[204],"analysis":[207],"while":[208],"also":[209],"pointing":[210],"areas":[212],"future":[214],"exploration,":[215],"efficiency":[218],"improvements":[219],"domain-specific":[221],"adaptations.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-16T09:24:06.705377","created_date":"2025-10-10T00:00:00"}
