{"id":350,"date":"2025-12-20T22:57:18","date_gmt":"2025-12-20T22:57:18","guid":{"rendered":"https:\/\/rsdusane.info\/?page_id=350"},"modified":"2025-12-20T23:02:38","modified_gmt":"2025-12-20T23:02:38","slug":"satellite-image-classification-comparative-study","status":"publish","type":"page","link":"https:\/\/rsdusane.info\/index.php\/satellite-image-classification-comparative-study\/","title":{"rendered":"Satellite Image Classification \u2013 Comparative Study"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"350\" class=\"elementor elementor-350\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-75ec8dac elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75ec8dac\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7f7b33a7\" data-id=\"7f7b33a7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-344da11b elementor-widget elementor-widget-heading\" data-id=\"344da11b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Academic &amp; Group Projects<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c46dbaf elementor-widget elementor-widget-heading\" data-id=\"4c46dbaf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Description:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa14f53 elementor-widget elementor-widget-text-editor\" data-id=\"fa14f53\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A comparative machine learning study evaluating multiple classification models on satellite imagery, focusing on performance analysis using accuracy, precision, recall, and F1-score metrics.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-55a84154 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"55a84154\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3b7445a8\" data-id=\"3b7445a8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-16937dcb elementor-widget elementor-widget-heading\" data-id=\"16937dcb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Python<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-431e15dd\" data-id=\"431e15dd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e2e08bc elementor-widget elementor-widget-heading\" data-id=\"e2e08bc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Machine Learning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-3c4eb352 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3c4eb352\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2d938a49\" data-id=\"2d938a49\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46c00b85 elementor-widget elementor-widget-heading\" data-id=\"46c00b85\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CNNs,<br>DNNs,<br>Temporal Network<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-34787c7a\" data-id=\"34787c7a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-556734ae elementor-widget elementor-widget-heading\" data-id=\"556734ae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Model Evaluation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-d99ad4c elementor-widget elementor-widget-heading\" data-id=\"d99ad4c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Contribution:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a6c759 elementor-widget elementor-widget-text-editor\" data-id=\"2a6c759\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>My contributions included model implementation, performance evaluation, and comparative analysis.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-422fcb12\" data-id=\"422fcb12\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46a6901 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"46a6901\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"576\" height=\"1024\" src=\"https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash-576x1024.jpeg\" class=\"attachment-large size-large wp-image-173\" alt=\"\" srcset=\"https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash-576x1024.jpeg 576w, https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash-169x300.jpeg 169w, https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash-864x1536.jpeg 864w, https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash-608x1080.jpeg 608w, https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash-600x1066.jpeg 600w, https:\/\/rsdusane.info\/wp-content\/uploads\/2025\/12\/dennis-irorere-P1DFdWukfqU-unsplash.jpeg 1024w\" sizes=\"100vw\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Academic &amp; Group Projects Description: A comparative machine learning study evaluating multiple classification models on satellite imagery, focusing on performance analysis using accuracy, precision, recall, and F1-score metrics. Python Machine Learning CNNs,DNNs,Temporal Network Model Evaluation Contribution: My contributions included model implementation, performance evaluation, and comparative analysis.<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"saved_in_kubio":false,"footnotes":""},"class_list":["post-350","page","type-page","status-publish","hentry"],"kubio_ai_page_context":{"short_desc":"","purpose":"general"},"featured_media_urls":[],"_links":{"self":[{"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/pages\/350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/comments?post=350"}],"version-history":[{"count":4,"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/pages\/350\/revisions"}],"predecessor-version":[{"id":354,"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/pages\/350\/revisions\/354"}],"wp:attachment":[{"href":"https:\/\/rsdusane.info\/index.php\/wp-json\/wp\/v2\/media?parent=350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}