{"id":3942,"date":"2017-07-29T17:20:01","date_gmt":"2017-07-29T17:20:01","guid":{"rendered":"https:\/\/sites.rochester.edu\/gsharma\/?page_id=3942"},"modified":"2017-09-04T15:30:52","modified_gmt":"2017-09-04T15:30:52","slug":"geospatialanalytics","status":"publish","type":"page","link":"https:\/\/sites.rochester.edu\/gsharma\/research\/computer-vision\/geospatialanalytics\/","title":{"rendered":"Large Scale Visual Data Analytics for Geospatial Applications"},"content":{"rendered":"<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-3932 alignleft\" src=\"https:\/\/sites.rochester.edu\/gsharma\/wp-content\/uploads\/2017\/07\/WAMIRegProbFormul-300x208.png\" alt=\"\" width=\"300\" height=\"208\" srcset=\"https:\/\/sites.rochester.edu\/gsharma\/wp-content\/uploads\/2017\/07\/WAMIRegProbFormul-300x208.png 300w, https:\/\/sites.rochester.edu\/gsharma\/wp-content\/uploads\/2017\/07\/WAMIRegProbFormul-624x432.png 624w, https:\/\/sites.rochester.edu\/gsharma\/wp-content\/uploads\/2017\/07\/WAMIRegProbFormul.png 684w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/strong>The widespread availability of high resolution aerial imagery covering wide geographical areas is spurring a revolution in large scale visual data analytics. Our research in this area focuses particularly on how analytics for wide-area motion imagery (WAMI) can be enhanced by incorporating information from geographical information systems (GIS) enabled by rapid pixel-accurate registration of vector roadmaps to the WAMI frames and exploitation of this information in vehicle tracking and 3D georegistration. The work\u00a0particularly highlights how image processing and computer vision applications are a fertile ground for incorporating machine learning and data science methodologies.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\"><strong>Downloads<\/strong><\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/docs.google.com\/forms\/d\/169XtRbfRWIY8W_2G4HqLDyqsYALxFRJYbjkJsj79nPo\/edit\">Request Ground-Truthed WAMI Tracking Dataset<\/a>.<\/li>\n<\/ul>\n<p><span style=\"font-size: 14pt;\"><strong>Selected Publications<\/strong><\/span><\/p>\n<p>[tplist tag=&#8221;1042&#8243; template=&#8221;tp_template_2016&#8243; ]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The widespread availability of high resolution aerial imagery covering wide geographical areas is spurring a revolution in large scale visual data analytics. Our research in this area focuses particularly on&hellip;<\/p>\n","protected":false},"author":22,"featured_media":0,"parent":882,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width.php","meta":{"_acf_changed":false,"footnotes":"","_members_access_role":[],"_members_access_error":""},"class_list":["post-3942","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Large Scale Visual Data Analytics for Geospatial Applications - Sharma Research Group<\/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:\/\/sites.rochester.edu\/gsharma\/research\/computer-vision\/geospatialanalytics\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Large Scale Visual Data Analytics for Geospatial Applications - Sharma Research Group\" \/>\n<meta property=\"og:description\" content=\"The widespread availability of high resolution aerial imagery covering wide geographical areas is spurring a revolution in large scale visual data analytics. Our research in this area focuses particularly on&hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sites.rochester.edu\/gsharma\/research\/computer-vision\/geospatialanalytics\/\" \/>\n<meta property=\"og:site_name\" content=\"Sharma Research Group\" \/>\n<meta property=\"article:modified_time\" content=\"2017-09-04T15:30:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sites.rochester.edu\/gsharma\/wp-content\/uploads\/2017\/07\/WAMIRegProbFormul.png\" \/>\n\t<meta property=\"og:image:width\" content=\"684\" \/>\n\t<meta property=\"og:image:height\" content=\"474\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\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:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/\",\"url\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/\",\"name\":\"Large Scale Visual Data Analytics for Geospatial Applications - Sharma Research Group\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/wp-content\\\/uploads\\\/2017\\\/07\\\/WAMIRegProbFormul-300x208.png\",\"datePublished\":\"2017-07-29T17:20:01+00:00\",\"dateModified\":\"2017-09-04T15:30:52+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/#primaryimage\",\"url\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/wp-content\\\/uploads\\\/2017\\\/07\\\/WAMIRegProbFormul.png\",\"contentUrl\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/wp-content\\\/uploads\\\/2017\\\/07\\\/WAMIRegProbFormul.png\",\"width\":684,\"height\":474},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/geospatialanalytics\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Research\",\"item\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Computer Vision\\\/Image Processing\",\"item\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/research\\\/computer-vision\\\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Large Scale Visual Data Analytics for Geospatial Applications\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/#website\",\"url\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/\",\"name\":\"Sharma Research Group\",\"description\":\"University of Rochester\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/sites.rochester.edu\\\/gsharma\\\/?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":"Large Scale Visual Data Analytics for Geospatial Applications - Sharma Research Group","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:\/\/sites.rochester.edu\/gsharma\/research\/computer-vision\/geospatialanalytics\/","og_locale":"en_US","og_type":"article","og_title":"Large Scale Visual Data Analytics for Geospatial Applications - Sharma Research Group","og_description":"The widespread availability of high resolution aerial imagery covering wide geographical areas is spurring a revolution in large scale visual data analytics. 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