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In this method, the feature fusion strategy is combined with the network, and the optimal feature weight is obtained by training the network. In addition, this paper uses multiple two classifiers instead of multiple classifiers to achieve accurate target classification. Experiments show that the method proposed in this paper has excellent performance in the detection of similar objects. The strategy of replacing multi classification network with multi classification network improves the accuracy and recall of target detection in known environment.<\/jats:p>","DOI":"10.3233\/jifs-189272","type":"journal-article","created":{"date-parts":[[2020,9,8]],"date-time":"2020-09-08T11:04:53Z","timestamp":1599563093000},"page":"8757-8766","source":"Crossref","is-referenced-by-count":1,"title":["Recognition method of outdoor design scene based on support vector machine and feature fusion"],"prefix":"10.1177","volume":"39","author":[{"given":"Yang","family":"Xiaozhou","sequence":"first","affiliation":[{"name":"College of Art, Northeastern University, Shenyang, Liaoning, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bai","family":"Fan","sequence":"additional","affiliation":[{"name":"School of Equipment Engineering, Shenyang Ligong University, Shenyang, Liaoning, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paul","family":"Jones","sequence":"additional","affiliation":[{"name":"School of Architectural Planning and Design, University of Sydney, Sydney, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"1","key":"10.3233\/JIFS-189272_ref1","first-page":"89","article-title":"Audio-based detection and recognition of conflict species in outdoor environments using pattern recognition methods","volume":"30","author":"Steen","year":"2014","journal-title":"Applied Engineering in Agriculture"},{"issue":"APR.","key":"10.3233\/JIFS-189272_ref2","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/j.atmosenv.2014.01.013","article-title":"A new assessment method of outdoor tobacco smoke (OTS) exposure","volume":"87","author":"Cho","year":"2014","journal-title":"Atmospheric Environment"},{"issue":"12","key":"10.3233\/JIFS-189272_ref3","doi-asserted-by":"crossref","first-page":"1728","DOI":"10.1016\/j.patrec.2010.05.024","article-title":"Automatic detection and recognition of Korean text in outdoor signboard images","volume":"31","author":"Park","year":"2010","journal-title":"Pattern Recognition Letters"},{"issue":"11","key":"10.3233\/JIFS-189272_ref4","doi-asserted-by":"crossref","first-page":"1197","DOI":"10.1007\/s00371-013-0776-6","article-title":"Basis image decomposition of outdoor time-lapse videos","volume":"29","author":"Zhang","year":"2013","journal-title":"The Visual Computer"},{"issue":"1\u20133","key":"10.3233\/JIFS-189272_ref5","first-page":"0057","article-title":"Dense 3-D reconstruction of an outdoor scene by hundreds-baseline stereo using a hand-held video camera","volume":"47","author":"Sato","year":"2001","journal-title":"International Journal of Computer Vision"},{"issue":"3","key":"10.3233\/JIFS-189272_ref6","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1145\/1531326.1531372","article-title":"Generating photo manipulation tutorials by demonstration","volume":"28","author":"Grabler","year":"2009","journal-title":"ACM Transactions on Graphics"},{"issue":"5","key":"10.3233\/JIFS-189272_ref7","doi-asserted-by":"crossref","first-page":"1230","DOI":"10.1117\/1.602495","article-title":"Synthetic aperture radar automatic target recognition with three strategies of learning and representation","volume":"39","author":"Zhao","year":"2000","journal-title":"Optical Engineering"},{"issue":"2","key":"10.3233\/JIFS-189272_ref8","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1117\/1.2199507","article-title":"A hybrid scheme for perceptual object window design with joint scene analysis and eye-gaze tracking for media encoding based on perceptual attention","volume":"15","author":"Khan","year":"2006","journal-title":"Journal of Electronic Imaging"},{"issue":"3","key":"10.3233\/JIFS-189272_ref9","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1117\/1.2234326","article-title":"Algorithms for sensor chip alignment to blind datums","volume":"15","author":"Hughes","year":"2006","journal-title":"Journal of Electronic Imaging"},{"issue":"7","key":"10.3233\/JIFS-189272_ref10","doi-asserted-by":"crossref","first-page":"596","DOI":"10.1049\/iet-cvi.2016.0452","article-title":"Method for unconstrained text detection in natural scene image","volume":"11","author":"Liu","year":"2017","journal-title":"Computer Vision"},{"key":"10.3233\/JIFS-189272_ref11","doi-asserted-by":"crossref","first-page":"3","DOI":"10.3233\/BD-1998-101-203","article-title":"Perspective on BRCA1","volume":"10","author":"Newman","year":"1998","journal-title":"Breast Disease"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-189272","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:41:46Z","timestamp":1777455706000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-189272"}},"subtitle":[],"editor":[{"given":"Xiaolong","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2020,12,4]]},"references-count":11,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.3233\/jifs-189272","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,12,4]]}}}