{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T20:38:33Z","timestamp":1782938313893,"version":"3.54.5"},"reference-count":13,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2025,6,1]],"date-time":"2025-06-01T00:00:00Z","timestamp":1748736000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,6,1]],"date-time":"2025-06-01T00:00:00Z","timestamp":1748736000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,2,15]],"date-time":"2025-02-15T00:00:00Z","timestamp":1739577600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["MethodsX"],"published-print":{"date-parts":[[2025,6]]},"DOI":"10.1016\/j.mex.2025.103226","type":"journal-article","created":{"date-parts":[[2025,2,17]],"date-time":"2025-02-17T19:25:08Z","timestamp":1739820308000},"page":"103226","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":3,"special_numbering":"C","title":["Optimizing multimodal scene recognition through relevant feature selection approach for scene classification"],"prefix":"10.1016","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6255-8507","authenticated-orcid":false,"given":"Sumathi","family":"K","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Pramod Kumar","family":"S","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"H R","family":"Mahadevaswamy","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ujwala","family":"B S","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"issue":"114","key":"10.1016\/j.mex.2025.103226_bib0001","article-title":"Multimodal fake news detection using hyperparameter-tuned BERT and ResNet110","volume":"11","year":"2024","journal-title":"Int. J. Adv. Technol. Eng. Explor."},{"key":"10.1016\/j.mex.2025.103226_bib0002","doi-asserted-by":"crossref","unstructured":"S. Boro and M. Sathya, \u201cDeep transfer learning for scene recognition using Resnet50,\u201d 2023. doi: 10.2139\/ssrn.4507993.","DOI":"10.2139\/ssrn.4507993"},{"key":"10.1016\/j.mex.2025.103226_bib0003","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1016\/j.isprsjprs.2021.04.006","article-title":"Aerial scene understanding in the wild: multi-scene recognition via prototype-based memory networks","volume":"177","author":"Hua","year":"2021","journal-title":"ISPRS J. Photogramm. Rem. Sens."},{"issue":"17","key":"10.1016\/j.mex.2025.103226_bib0004","doi-asserted-by":"crossref","first-page":"5792","DOI":"10.3390\/app10175792","article-title":"Aerial scene classification through fine-tuning with adaptive learning rates and label smoothing","volume":"10","author":"Petrovska","year":"2020","journal-title":"Appl. Sci."},{"key":"10.1016\/j.mex.2025.103226_bib0005","doi-asserted-by":"crossref","first-page":"10484","DOI":"10.1109\/JSTARS.2021.3117857","article-title":"CSDS: end-to-end aerial scenes classification with depthwise separable convolution and an attention mechanism","volume":"14","author":"Wang","year":"2021","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Rem. Sens."},{"issue":"3","key":"10.1016\/j.mex.2025.103226_bib0006","doi-asserted-by":"crossref","first-page":"516","DOI":"10.3390\/rs13030516","article-title":"Vision transformers for remote sensing image classification","volume":"13","author":"Bazi","year":"2021","journal-title":"Rem. Sens"},{"key":"10.1016\/j.mex.2025.103226_bib0007","doi-asserted-by":"crossref","first-page":"440","DOI":"10.1016\/j.procs.2020.03.253","article-title":"Indoor home scene recognition using capsule neural networks","volume":"167","author":"Basu","year":"2020","journal-title":"Procedia Comput. Sci."},{"issue":"02","key":"10.1016\/j.mex.2025.103226_bib0008","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1142\/S0219720005001004","article-title":"Minimum redundancy feature selection from microarray gene expression data","volume":"03","author":"Ding","year":"2005","journal-title":"J. Bioinform. Comput. Biol."},{"issue":"1","key":"10.1016\/j.mex.2025.103226_bib0009","doi-asserted-by":"crossref","first-page":"691","DOI":"10.1016\/j.dss.2012.08.014","article-title":"Mutual information based input feature selection for classification problems","volume":"54","author":"Cang","year":"2012","journal-title":"Decis. Supp. Syst."},{"issue":"4","key":"10.1016\/j.mex.2025.103226_bib0010","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1109\/72.298224","article-title":"Using mutual information for selecting features in supervised neural net learning","volume":"5","author":"Battiti","year":"1994","journal-title":"IEEE Trans. Neural Netw."},{"issue":"15\u201316","key":"10.1016\/j.mex.2025.103226_bib0011","doi-asserted-by":"crossref","first-page":"5961","DOI":"10.1080\/01431161.2021.1939916","article-title":"A novel mutual information-based feature selection approach for efficient transfer learning in aerial scene classification","volume":"43","author":"Devi","year":"2022","journal-title":"Int. J. Rem. Sens."},{"issue":"7","key":"10.1016\/j.mex.2025.103226_bib0012","doi-asserted-by":"crossref","first-page":"3965","DOI":"10.1109\/TGRS.2017.2685945","article-title":"AID: a benchmark data set for performance evaluation of aerial scene classification","volume":"55","author":"Xia","year":"2017","journal-title":"IEEE Trans. Geosci. Rem. Sens."},{"key":"10.1016\/j.mex.2025.103226_bib0013","unstructured":"Nitisha. Scene classification. 2018. Available online: https:\/\/www.kaggle.com\/datasets\/nitishabharathi\/scene-classification."}],"container-title":["MethodsX"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2215016125000731?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2215016125000731?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T17:03:55Z","timestamp":1771866235000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2215016125000731"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6]]},"references-count":13,"alternative-id":["S2215016125000731"],"URL":"https:\/\/doi.org\/10.1016\/j.mex.2025.103226","relation":{},"ISSN":["2215-0161"],"issn-type":[{"value":"2215-0161","type":"print"}],"subject":[],"published":{"date-parts":[[2025,6]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Optimizing multimodal scene recognition through relevant feature selection approach for scene classification","name":"articletitle","label":"Article Title"},{"value":"MethodsX","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.mex.2025.103226","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 The Authors. Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"103226"}}