{"id":1025,"date":"2026-06-16T22:56:39","date_gmt":"2026-06-16T22:56:39","guid":{"rendered":"https:\/\/www.smreza.com\/profile\/?p=1025"},"modified":"2026-06-17T17:38:45","modified_gmt":"2026-06-17T17:38:45","slug":"thermal-camera-and-imaging-ai-ml-classification","status":"publish","type":"post","link":"https:\/\/www.smreza.com\/profile\/research-projects\/thermal-camera-and-imaging-ai-ml-classification\/","title":{"rendered":"Thermal Camera and Imaging AI\/ML Classification"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">This project develops AI and machine learning models for analyzing thermal and visual imaging data to enable accurate classification and detection of anomalies. It focuses on non-invasive sensing techniques for applications such as defect detection, monitoring, and predictive analytics in real-world environments. <\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-3a88641f wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-1024x452.png\" alt=\"defect detection using thermal camera methodology\" class=\"wp-image-963\" style=\"width:517px;height:auto\" srcset=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-1024x452.png 1024w, https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-300x132.png 300w, https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-768x339.png 768w, https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology.png 1033w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">defect detection using thermal camera methodology<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<iframe id=\"kmsembed-1_hidjhjqb\" width=\"720\" height=\"405\" src=\"https:\/\/psu.mediaspace.kaltura.com\/embed\/secure\/iframe\/entryId\/1_hidjhjqb\/uiConfId\/56368382\/st\/0\" class=\"kmsembed\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" referrerPolicy=\"no-referrer-when-downgrade\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"Thermal Camera Motion Sensitivity Tracker Multiple ROI\"><\/iframe>\n<\/div>\n<\/div>\n\n\n        <div class=\"rttpg-block-postgrid rttpg-block-wrapper rttpg-block-5cff66 tpg-filter-type-dropdown meta-visibility-show section-title-style-style1 img_hover_animation_default title-default title_position_default title_hover_border_default meta_position_default tpg-is-author-icon-default author-image-visibility-icon tpg-category-position-default readmore-btn-default-style grid-hover-overlay-type-always grid-hover-overlay-height-default hover-overlay-height-default tpg-title-border-default filter-nex-prev-btn-visible tpg-cat-style1 slider-scroll-hide act-label-style-inline\">\n            <div class=\"rt-container-fluid rt-tpg-container tpg-el-main-wrapper tpg-gutenberg clearfix grid-layout1-main\"\n                 id=\"rt-tpg-container-3685731018\"\n                 data-layout=\"grid-layout1\"\n                 data-grid-style=\"tpg-even\" data-sc-id=\"elementor\"\n                 data-el-settings=''\n                 data-el-query=''\n                 data-el-path=''>\n\t\t\t\t                <div class='tpg-header-wrapper '>\n\t\t\t\t\t\n\t\t<div class=\"tpg-widget-heading-wrapper rt-clear heading-style1 \">\n\t\t\t<span class=\"tpg-widget-heading-line line-left\"><\/span>\n\t\t\t<h2 class='tpg-widget-heading'>\n\t\t\t\t\t\t<a href=\"#\"  >\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\tRecent News on this projects\t\t\t\t\t<\/span>\n\t\t\t\t\t\n\t\t\t\t\t\t\t<\/a>\n\n\t\t\t\t\t<\/h2>\t\t\t<span class=\"tpg-widget-heading-line line-right\"><\/span>\n\n\t\t\t\n\t\t<\/div>\n\n\t\t\n\t\t                <\/div>\n\n                <div class=\"rt-row rt-content-loader gutenberg-inner grid-layout1 grid-behaviour tpg-even grid_layout_wrapper\">\n\t\t\t\t\t\n<div class=\"rt-col-md-4 rt-col-sm-6 rt-col-xs-12 default rt-grid-item post-926 post type-post status-publish format-standard has-post-thumbnail hentry category-electricity-market category-machine-learning category-news category-research-projects category-thermal-imaging tag-graduate-research tag-machine-learning tag-undergraduate-research\"        data-id=\"926\">\n    <div class=\"rt-holder tpg-post-holder \">\n        <div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t                <div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"926\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/d3m-lab-students-won-honors-at-the-2026-central-pennsylvania-engineers-week-council-awards\/\" class=\"tpg-post-link\" target=\"_self\">\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/03\/2026-02-26-20.25.12-768x432.jpg\"\n\t\t\t\t\t\t\t class=\"rt-img-responsive\"\n\t\t\t\t\t\t\t width=\"768\"\n\t\t\t\t\t\t\t height=\"432\"\n\t\t\t\t\t\t\t alt=\"D3M Lab Students Won Honors at the 2026 Central Pennsylvania Engineers Week Council Awards\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\t\t<\/a>\n\t\t\t\t<div class=\"overlay grid-hover-content\"><\/div>\n\t\t                <\/div>\n\t\t\t\n\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"926\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/d3m-lab-students-won-honors-at-the-2026-central-pennsylvania-engineers-week-council-awards\/\" class=\"tpg-post-link\" target=\"_self\">D3M Lab Students Won Honors at the 2026 Central Pennsylvania Engineers Week Council Awards<\/a><\/h3><\/div>\n\t\t\t                <div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t\t\t<span class=\"author \">\n\n\t\t\t\t<i class=\"fa fa-user \"><\/i><span class=\"author-prefix\">By<\/span><a href=\"https:\/\/www.smreza.com\/profile\/author\/smreza\/\">Sayed Mohsin Reza<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"categories-links\">\n\t\t\t\t<i class=\"fas fa-folder-open \"><\/i><a class=\"electricity-market\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/electricity-market\/\">Electricity Market<\/a><span class=\"rt-separator\">,<\/span><a class=\"machine-learning\" href=\"https:\/\/www.smreza.com\/profile\/category\/machine-learning\/\">Machine Learning<\/a><span class=\"rt-separator\">,<\/span><a class=\"news\" href=\"https:\/\/www.smreza.com\/profile\/category\/news\/\">News<\/a><span class=\"rt-separator\">,<\/span><a class=\"research-projects\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/\">Research Projects<\/a><span class=\"rt-separator\">,<\/span><a class=\"thermal-imaging\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/thermal-imaging\/\">Thermal Imaging<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"date\">\n\t\t\t\t<i class=\"far fa-calendar-alt \"><\/i>\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.smreza.com\/profile\/2026\/02\/26\/\">\n\t\t\t\t\tFebruary 26, 2026\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t                <\/div>\n\t\t\t\n\t\t\t                <div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t                        <div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\tWe are thrilled to announce that two members of the Data Driven Decision Making (D3M) Lab, Sapan&#8230;                        <\/div>\n\t\t\t\t\t\t\t\t\t\t                <\/div>\n\t\t\t\t\t<div class=\"post-footer\">\n\t\t\t<div class=\"post-footer\">\n\t\t\t\t<div class=\"read-more\">\n\t\t\t\t\t<a data-id=\"926\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/d3m-lab-students-won-honors-at-the-2026-central-pennsylvania-engineers-week-council-awards\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t        <\/div>\n    <\/div>\n<\/div>\n<div class=\"rt-col-md-4 rt-col-sm-6 rt-col-xs-12 default rt-grid-item post-894 post type-post status-publish format-standard has-post-thumbnail hentry category-highlights category-machine-learning category-news category-publications category-thermal-imaging tag-news tag-publications tag-undergraduate-research\"        data-id=\"894\">\n    <div class=\"rt-holder tpg-post-holder \">\n        <div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t                <div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"894\" href=\"https:\/\/www.smreza.com\/profile\/news\/publications\/new-publication-at-results-in-engineering-journal\/\" class=\"tpg-post-link\" target=\"_self\">\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/01\/rie-journal.png\"\n\t\t\t\t\t\t\t class=\"rt-img-responsive\"\n\t\t\t\t\t\t\t width=\"671\"\n\t\t\t\t\t\t\t height=\"341\"\n\t\t\t\t\t\t\t alt=\"New Publication at Results in Engineering Journal\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\t\t<\/a>\n\t\t\t\t<div class=\"overlay grid-hover-content\"><\/div>\n\t\t                <\/div>\n\t\t\t\n\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"894\" href=\"https:\/\/www.smreza.com\/profile\/news\/publications\/new-publication-at-results-in-engineering-journal\/\" class=\"tpg-post-link\" target=\"_self\">New Publication at Results in Engineering Journal<\/a><\/h3><\/div>\n\t\t\t                <div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t\t\t<span class=\"author \">\n\n\t\t\t\t<i class=\"fa fa-user \"><\/i><span class=\"author-prefix\">By<\/span><a href=\"https:\/\/www.smreza.com\/profile\/author\/smreza\/\">Sayed Mohsin Reza<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"categories-links\">\n\t\t\t\t<i class=\"fas fa-folder-open \"><\/i><a class=\"highlights\" href=\"https:\/\/www.smreza.com\/profile\/category\/highlights\/\">Highlights<\/a><span class=\"rt-separator\">,<\/span><a class=\"machine-learning\" href=\"https:\/\/www.smreza.com\/profile\/category\/machine-learning\/\">Machine Learning<\/a><span class=\"rt-separator\">,<\/span><a class=\"news\" href=\"https:\/\/www.smreza.com\/profile\/category\/news\/\">News<\/a><span class=\"rt-separator\">,<\/span><a class=\"publications\" href=\"https:\/\/www.smreza.com\/profile\/category\/news\/publications\/\">Publications<\/a><span class=\"rt-separator\">,<\/span><a class=\"thermal-imaging\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/thermal-imaging\/\">Thermal Imaging<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"date\">\n\t\t\t\t<i class=\"far fa-calendar-alt \"><\/i>\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.smreza.com\/profile\/2025\/12\/20\/\">\n\t\t\t\t\tDecember 20, 2025\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t                <\/div>\n\t\t\t\n\t\t\t                <div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t                        <div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\tA recent research study by\u00a0D3M Lab members has been published in the journal Results in Engineering&#8230;                        <\/div>\n\t\t\t\t\t\t\t\t\t\t                <\/div>\n\t\t\t\t\t<div class=\"post-footer\">\n\t\t\t<div class=\"post-footer\">\n\t\t\t\t<div class=\"read-more\">\n\t\t\t\t\t<a data-id=\"894\" href=\"https:\/\/www.smreza.com\/profile\/news\/publications\/new-publication-at-results-in-engineering-journal\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t        <\/div>\n    <\/div>\n<\/div>\n<div class=\"rt-col-md-4 rt-col-sm-6 rt-col-xs-12 default rt-grid-item post-723 post type-post status-publish format-standard has-post-thumbnail hentry category-news category-research-projects category-thermal-imaging tag-mcreu tag-sapan-shah\"        data-id=\"723\">\n    <div class=\"rt-holder tpg-post-holder \">\n        <div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t                <div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"723\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/mcreu-2025-sapan-shah-completed-his-mcreu-2025-project-on-thermal-imaging\/\" class=\"tpg-post-link\" target=\"_self\">\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2025\/05\/mcreu-2025-768x387.png\"\n\t\t\t\t\t\t\t class=\"rt-img-responsive\"\n\t\t\t\t\t\t\t width=\"768\"\n\t\t\t\t\t\t\t height=\"387\"\n\t\t\t\t\t\t\t alt=\"mcreu-2025\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\t\t<\/a>\n\t\t\t\t<div class=\"overlay grid-hover-content\"><\/div>\n\t\t                <\/div>\n\t\t\t\n\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"723\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/mcreu-2025-sapan-shah-completed-his-mcreu-2025-project-on-thermal-imaging\/\" class=\"tpg-post-link\" target=\"_self\">MCREU 2025: Sapan Shah Completed his MCREU 2025 project on Thermal Imaging<\/a><\/h3><\/div>\n\t\t\t                <div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t\t\t<span class=\"author \">\n\n\t\t\t\t<i class=\"fa fa-user \"><\/i><span class=\"author-prefix\">By<\/span><a href=\"https:\/\/www.smreza.com\/profile\/author\/smreza\/\">Sayed Mohsin Reza<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"categories-links\">\n\t\t\t\t<i class=\"fas fa-folder-open \"><\/i><a class=\"news\" href=\"https:\/\/www.smreza.com\/profile\/category\/news\/\">News<\/a><span class=\"rt-separator\">,<\/span><a class=\"research-projects\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/\">Research Projects<\/a><span class=\"rt-separator\">,<\/span><a class=\"thermal-imaging\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/thermal-imaging\/\">Thermal Imaging<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"date\">\n\t\t\t\t<i class=\"far fa-calendar-alt \"><\/i>\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.smreza.com\/profile\/2025\/05\/01\/\">\n\t\t\t\t\tMay 1, 2025\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t                <\/div>\n\t\t\t\n\t\t\t                <div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t                        <div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\tSapan Shah, an undergraduate student, received and completed his MCREU 2025 project titled &#8221;&#8230;                        <\/div>\n\t\t\t\t\t\t\t\t\t\t                <\/div>\n\t\t\t\t\t<div class=\"post-footer\">\n\t\t\t<div class=\"post-footer\">\n\t\t\t\t<div class=\"read-more\">\n\t\t\t\t\t<a data-id=\"723\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/mcreu-2025-sapan-shah-completed-his-mcreu-2025-project-on-thermal-imaging\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t        <\/div>\n    <\/div>\n<\/div>\n<div class=\"rt-col-md-4 rt-col-sm-6 rt-col-xs-12 default rt-grid-item post-725 post type-post status-publish format-standard has-post-thumbnail hentry category-thermal-imaging\"        data-id=\"725\">\n    <div class=\"rt-holder tpg-post-holder \">\n        <div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t                <div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"725\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/thermal-imaging\/students-present-ai-driven-defect-detection-research-at-2025-poster-symposium\/\" class=\"tpg-post-link\" target=\"_self\">\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2025\/05\/pro-L9XbAfjw-768x576.jpeg\"\n\t\t\t\t\t\t\t class=\"rt-img-responsive\"\n\t\t\t\t\t\t\t width=\"768\"\n\t\t\t\t\t\t\t height=\"576\"\n\t\t\t\t\t\t\t alt=\"Attendees engage with Dhruv Suraj and Sapan Sahah\u2019s poster on AI-driven defect detection during the 2025 Research Symposium.\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\t\t<\/a>\n\t\t\t\t<div class=\"overlay grid-hover-content\"><\/div>\n\t\t                <\/div>\n\t\t\t\n\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"725\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/thermal-imaging\/students-present-ai-driven-defect-detection-research-at-2025-poster-symposium\/\" class=\"tpg-post-link\" target=\"_self\">Students Present AI-Driven Defect Detection Research at 2025 Poster Symposium<\/a><\/h3><\/div>\n\t\t\t                <div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t\t\t<span class=\"author \">\n\n\t\t\t\t<i class=\"fa fa-user \"><\/i><span class=\"author-prefix\">By<\/span><a href=\"https:\/\/www.smreza.com\/profile\/author\/smreza\/\">Sayed Mohsin Reza<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"categories-links\">\n\t\t\t\t<i class=\"fas fa-folder-open \"><\/i><a class=\"thermal-imaging\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/thermal-imaging\/\">Thermal Imaging<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"date\">\n\t\t\t\t<i class=\"far fa-calendar-alt \"><\/i>\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.smreza.com\/profile\/2025\/04\/15\/\">\n\t\t\t\t\tApril 15, 2025\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t                <\/div>\n\t\t\t\n\t\t\t                <div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t                        <div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\tUnder the guidance of Dr. Sayed Mohsin Reza (Research Advisor), Dr. Sheikh Fahad Ferdous, and Dr&#8230;                        <\/div>\n\t\t\t\t\t\t\t\t\t\t                <\/div>\n\t\t\t\t\t<div class=\"post-footer\">\n\t\t\t<div class=\"post-footer\">\n\t\t\t\t<div class=\"read-more\">\n\t\t\t\t\t<a data-id=\"725\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/thermal-imaging\/students-present-ai-driven-defect-detection-research-at-2025-poster-symposium\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t        <\/div>\n    <\/div>\n<\/div>\n<div class=\"rt-col-md-4 rt-col-sm-6 rt-col-xs-12 default rt-grid-item post-800 post type-post status-publish format-standard has-post-thumbnail hentry category-machine-learning category-news category-research-projects category-thermal-imaging tag-research-poster-exhibition\"        data-id=\"800\">\n    <div class=\"rt-holder tpg-post-holder \">\n        <div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t                <div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"800\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/lab-member-sapan-shah-and-suraj-dhruv-present-at-2025-research-poster-exhibition\/\" class=\"tpg-post-link\" target=\"_self\">\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2025\/07\/Audience-engaging-768x576.jpeg\"\n\t\t\t\t\t\t\t class=\"rt-img-responsive\"\n\t\t\t\t\t\t\t width=\"768\"\n\t\t\t\t\t\t\t height=\"576\"\n\t\t\t\t\t\t\t alt=\"Audience engaging with students during the session.\">\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\t\t<\/a>\n\t\t\t\t<div class=\"overlay grid-hover-content\"><\/div>\n\t\t                <\/div>\n\t\t\t\n\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"800\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/lab-member-sapan-shah-and-suraj-dhruv-present-at-2025-research-poster-exhibition\/\" class=\"tpg-post-link\" target=\"_self\">Lab Member Sapan Shah and Suraj Dhruv Present at 2025 Research Poster Exhibition<\/a><\/h3><\/div>\n\t\t\t                <div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t\t\t<span class=\"author \">\n\n\t\t\t\t<i class=\"fa fa-user \"><\/i><span class=\"author-prefix\">By<\/span><a href=\"https:\/\/www.smreza.com\/profile\/author\/smreza\/\">Sayed Mohsin Reza<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"categories-links\">\n\t\t\t\t<i class=\"fas fa-folder-open \"><\/i><a class=\"machine-learning\" href=\"https:\/\/www.smreza.com\/profile\/category\/machine-learning\/\">Machine Learning<\/a><span class=\"rt-separator\">,<\/span><a class=\"news\" href=\"https:\/\/www.smreza.com\/profile\/category\/news\/\">News<\/a><span class=\"rt-separator\">,<\/span><a class=\"research-projects\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/\">Research Projects<\/a><span class=\"rt-separator\">,<\/span><a class=\"thermal-imaging\" href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/thermal-imaging\/\">Thermal Imaging<\/a>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"date\">\n\t\t\t\t<i class=\"far fa-calendar-alt \"><\/i>\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.smreza.com\/profile\/2025\/04\/15\/\">\n\t\t\t\t\tApril 15, 2025\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t                <\/div>\n\t\t\t\n\t\t\t                <div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t                        <div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\tUndergraduate students Sapan Shah and Suraj Dhruv from the D3M Lab presented their research at the&#8230;                        <\/div>\n\t\t\t\t\t\t\t\t\t\t                <\/div>\n\t\t\t\t\t<div class=\"post-footer\">\n\t\t\t<div class=\"post-footer\">\n\t\t\t\t<div class=\"read-more\">\n\t\t\t\t\t<a data-id=\"800\" href=\"https:\/\/www.smreza.com\/profile\/research-projects\/lab-member-sapan-shah-and-suraj-dhruv-present-at-2025-research-poster-exhibition\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t        <\/div>\n    <\/div>\n<\/div>                <\/div>\n\n\t\t\t\t\n            <\/div>\n        <\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>This project develops AI and machine learning models for analyzing thermal and visual imaging data to enable accurate classification and detection of anomalies. It focuses on non-invasive sensing techniques for applications such as defect detection, monitoring, and predictive analytics in real-world environments.<\/p>\n","protected":false},"author":1,"featured_media":963,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[105,19],"tags":[],"class_list":["post-1025","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects","category-research-projects"],"rttpg_featured_image_url":{"full":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology.png",1033,456,false],"landscape":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology.png",1033,456,false],"portraits":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology.png",1033,456,false],"thumbnail":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-150x150.png",150,150,true],"medium":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-300x132.png",300,132,true],"large":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology-1024x452.png",1024,452,true],"1536x1536":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology.png",1033,456,false],"2048x2048":["https:\/\/www.smreza.com\/profile\/wp-content\/uploads\/2026\/06\/defect-detection-using-thermal-camera-methodology.png",1033,456,false]},"rttpg_author":{"display_name":"Sayed Mohsin Reza","author_link":"https:\/\/www.smreza.com\/profile\/author\/smreza\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/www.smreza.com\/profile\/category\/projects\/\" rel=\"category tag\">Projects<\/a> <a href=\"https:\/\/www.smreza.com\/profile\/category\/research-projects\/\" rel=\"category tag\">Research Projects<\/a>","rttpg_excerpt":"This project develops AI and machine learning models for analyzing thermal and visual imaging data to enable accurate classification and detection of anomalies. It focuses on non-invasive sensing techniques for applications such as defect detection, monitoring, and predictive analytics in real-world environments.","_links":{"self":[{"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/posts\/1025","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/comments?post=1025"}],"version-history":[{"count":7,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/posts\/1025\/revisions"}],"predecessor-version":[{"id":1045,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/posts\/1025\/revisions\/1045"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/media\/963"}],"wp:attachment":[{"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/media?parent=1025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/categories?post=1025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.smreza.com\/profile\/wp-json\/wp\/v2\/tags?post=1025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}