{"id":188,"date":"2025-05-10T01:06:41","date_gmt":"2025-05-10T01:06:41","guid":{"rendered":"https:\/\/mscvprojects.ri.cmu.edu\/2025team16-2\/?page_id=188"},"modified":"2025-12-12T23:02:56","modified_gmt":"2025-12-12T23:02:56","slug":"abstract","status":"publish","type":"page","link":"https:\/\/mscvprojects.ri.cmu.edu\/2025team16-2\/abstract\/","title":{"rendered":"Abstract"},"content":{"rendered":"\n<p style=\"text-align: justify\">Thermal infrared scene reconstruction from UAV imagery is challenging due to low spatial resolution, view dependent radiative effects, and temporal temperature variation. Existing 3D reconstruction methods largely treat thermal measurements as static appearance signals, limiting their ability to produce stable and physically consistent reconstructions. We propose a physics guided Gaussian splatting framework for thermal scene reconstruction that incorporates models of atmospheric attenuation and heat transfer to better constrain thermal radiance estimation. By integrating physical priors into the rendering and optimization process, our method reduces floating artifacts and improves edge stability compared to vanilla 3D Gaussian Splatting. Experiments on UAV thermal datasets demonstrate more accurate and perceptually consistent reconstructions, motivating future extensions toward dynamic thermal modeling.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Thermal infrared scene reconstruction from UAV imagery is challenging due to low spatial resolution, view dependent radiative effects, and temporal temperature variation. Existing 3D reconstruction methods largely treat thermal measurements as static appearance signals, limiting their ability to produce stable and physically consistent reconstructions. We propose a physics guided Gaussian splatting framework for thermal scene &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/mscvprojects.ri.cmu.edu\/2025team16-2\/abstract\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Abstract&#8221;<\/span><\/a><\/p>\n","protected":false},"author":261,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-188","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Abstract - End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mscvprojects.ri.cmu.edu\/2025team16-2\/abstract\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Abstract - End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction\" \/>\n<meta property=\"og:description\" content=\"Thermal infrared scene reconstruction from UAV imagery is challenging due to low spatial resolution, view dependent radiative effects, and temporal temperature variation. Existing 3D reconstruction methods largely treat thermal measurements as static appearance signals, limiting their ability to produce stable and physically consistent reconstructions. We propose a physics guided Gaussian splatting framework for thermal scene &hellip; Continue reading &quot;Abstract&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mscvprojects.ri.cmu.edu\/2025team16-2\/abstract\/\" \/>\n<meta property=\"og:site_name\" content=\"End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-12T23:02:56+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/abstract\\\/\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/abstract\\\/\",\"name\":\"Abstract - End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/#website\"},\"datePublished\":\"2025-05-10T01:06:41+00:00\",\"dateModified\":\"2025-12-12T23:02:56+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/abstract\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/abstract\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/abstract\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Abstract\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/#website\",\"url\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/\",\"name\":\"End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction\",\"description\":\"By: Lamia Alsalloom | Advised By: Prof. Sebastian Scherer\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mscvprojects.ri.cmu.edu\\\/2025team16-2\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Abstract - End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mscvprojects.ri.cmu.edu\/2025team16-2\/abstract\/","og_locale":"en_US","og_type":"article","og_title":"Abstract - End-to-End Infrared UAV Mapping: An Integrated Framework for Thermal Scene Reconstruction","og_description":"Thermal infrared scene reconstruction from UAV imagery is challenging due to low spatial resolution, view dependent radiative effects, and temporal temperature variation. Existing 3D reconstruction methods largely treat thermal measurements as static appearance signals, limiting their ability to produce stable and physically consistent reconstructions. 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