{"id":761171,"date":"2020-03-10T12:00:39","date_gmt":"2020-03-10T19:00:39","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=761171"},"modified":"2020-03-12T16:39:55","modified_gmt":"2020-03-12T23:39:55","slug":"developer-summit-2020-use-deep-learning-tools-with-full-motion-video","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/developer-summit-2020-use-deep-learning-tools-with-full-motion-video","title":{"rendered":"Dev Summit 2020: Use deep learning tools with full motion video"},"author":6181,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341,22931,22771],"tags":[186132,24681,515302,24341,23011],"industry":[],"product":[36841,36571,36561],"class_list":["post-761171","blog","type-blog","status-publish","format-standard","hentry","category-analytics","category-imagery","category-natural-resources","tag-deep-learning","tag-full-motion-video","tag-object-detection","tag-python","tag-raster","product-api-python","product-arcgis-enterprise","product-arcgis-pro"],"acf":{"short_description":"See how drone footage is used with predictive modeling tools in ArcGIS to conduct an automated, repeatable catfish survey. ","flexible_content":[{"acf_fc_layout":"content","content":"<p><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">Many r<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">esearchers <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">u<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">s<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">e <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">ArcGIS <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">data science and deep learning tools <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">to solve <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">geospatial <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">problems.<\/span><\/span><\/p>\n<p><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">In this demo, Shannon shows <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">how <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">drone\u00a0<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">footage<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\"> is <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">used with\u00a0<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">predictive <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">modeling <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">tools <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">in ArcGIS <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">to conduct <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">a<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">n automated and <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">repeatable <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">catfish <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">survey<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">.<\/span><\/span><\/p>\n<p><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">What was once a manual <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">and tedious <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">process to <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">detect <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">and identify <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">objects such as individual <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">fish <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">can now be automated to save time <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">and <\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">effort<\/span><\/span><span class=\"TextRun SCXW44200034 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW44200034 BCX7\">.<\/span><\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<h3>Overview<\/h3>\n<p><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">Using ArcGIS Notebooks<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">, S<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">hannon<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\"> demonstrates<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">\u00a0<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">how<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">\u00a0<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">to train<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">\u00a0a<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\"> catfish detector model <\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">u<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">sing <\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">a training set derived from ArcGIS Pro\u2019s tools for<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">\u00a0<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">full motion video<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">.<\/span><\/span><\/p>\n<p><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">The trained model\u00a0<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">effectively<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\"> detect<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">s<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">\u00a0<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">objects in an entire video <\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">and<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\"> create<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">s<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">\u00a0a\u00a0<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\">.csv<\/span><\/span><span class=\"TextRun SCXW78896380 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW78896380 BCX7\"> file containing the location and size of the detected objects in each frame of the video.<\/span><\/span><\/p>\n"},{"acf_fc_layout":"youtube","start_time":"135","end_time":"8","youtube_video_url":"<iframe title=\"Deep Learning and Full Motion Video\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/GKuWHqS0iB8?list=PLaPDDLTCmy4a-_G7sW0JHxgQ60pM_sAmI\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<h3>Demonstration<\/h3>\n<p>At a high level, Shannon covers the following workflow:<\/p>\n<ol>\n<li><strong>Create training data<\/strong>\n<ul>\n<li>Use the <strong><a class=\"Hyperlink BCX7 SCXW201929529\" href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/image-analyst\/an-overview-of-the-motion-imagery-tools-in-image-analyst.htm\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined BCX7 SCXW201929529\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX7 SCXW201929529\" data-ccp-charstyle=\"Hyperlink\">Motion Imagery toolset<\/span><\/span><\/a><\/strong><span class=\"TextRun BCX7 SCXW201929529\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun BCX7 SCXW201929529\">\u00a0<\/span><\/span>to extract .jpg files from multiplexed videos.<\/li>\n<li>Export selected frames as georeferenced images<\/li>\n<li>Count, measure, label, and map each object within georeferenced images and store results in a feature class<\/li>\n<\/ul>\n<\/li>\n<li><strong>Train a model<\/strong>\n<ul>\n<li><span data-contrast=\"auto\">R<\/span><span data-contrast=\"auto\">un the\u00a0<\/span><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/image-analyst\/export-training-data-for-deep-learning.htm\"><b><span data-contrast=\"auto\">Export Training Data for Deep Learning<\/span><\/b><\/a><span data-contrast=\"auto\"> tool<\/span><\/li>\n<li><span data-contrast=\"auto\">Input\u00a0<\/span><span data-contrast=\"auto\">extracted frames from Step 1 <\/span><span data-contrast=\"auto\">as input raster<\/span><\/li>\n<li>Input collected samples feature class<\/li>\n<li>Run the <strong><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/tool-reference\/image-analyst\/train-deep-learning-model.htm\">Train Deep Learning Model<\/a><\/strong> tool <em>(or use <a class=\"Hyperlink SCXW12591051 BCX7\" href=\"https:\/\/developers.arcgis.com\/python\/api-reference\/arcgis.learn.html#singleshotdetector\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW12591051 BCX7\" data-ccp-charstyle=\"Hyperlink\">SingleShotDetector<\/span><\/span><\/a><span class=\"TextRun SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW12591051 BCX7\">\u00a0from the\u00a0<\/span><\/span><a class=\"Hyperlink SCXW12591051 BCX7\" href=\"https:\/\/developers.arcgis.com\/python\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW12591051 BCX7\" data-ccp-charstyle=\"Hyperlink\">ArcGIS API for Python\u2019s<\/span><\/span><\/a><span class=\"TextRun SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW12591051 BCX7\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW12591051 BCX7\" href=\"https:\/\/developers.arcgis.com\/python\/api-reference\/arcgis.learn.html\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW12591051 BCX7\" data-ccp-charstyle=\"Hyperlink\">arcgis.learn<\/span><\/span><\/a><span class=\"TextRun SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW12591051 BCX7\"> module)<\/span><\/span><\/em><\/li>\n<\/ul>\n<\/li>\n<li><strong>Conduct subsequent surveys<\/strong>\n<ul>\n<li>Process drone video using the <a class=\"Hyperlink SCXW12591051 BCX7\" href=\"https:\/\/developers.arcgis.com\/python\/api-reference\/arcgis.learn.html#singleshotdetector\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW12591051 BCX7\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW12591051 BCX7\" data-ccp-charstyle=\"Hyperlink\">SingleShotDetector&#8217;s<\/span><\/span><\/a> <span data-contrast=\"none\"><a href=\"https:\/\/developers.arcgis.com\/python\/api-reference\/arcgis.learn.html#arcgis.learn.SingleShotDetector.predict_video\">predict_video method<\/a><\/span><\/li>\n<li>View results, share and repeat!<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Catfish AI training sample creation\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/2txIEpgyR58?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<h3>Background: One researcher\u2019s geospatial problem and solution<\/h3>\n<p><span data-contrast=\"auto\">While\u00a0<\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Blue_catfish\"><span data-contrast=\"none\">B<\/span><span data-contrast=\"none\">lue catfish<\/span><\/a><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"none\">(<\/span><i><span data-contrast=\"none\">Ictalurus<\/span><\/i><i><span data-contrast=\"none\">\u00a0<\/span><\/i><i><span data-contrast=\"none\">furcatus<\/span><\/i><span data-contrast=\"none\">) \u202f<\/span><span data-contrast=\"auto\">are native<\/span><span data-contrast=\"auto\"> to the Mississippi River <\/span><span data-contrast=\"auto\">drainage<\/span><span data-contrast=\"auto\">, they\u2019ve <\/span><span data-contrast=\"auto\">been introduced <\/span><span data-contrast=\"auto\">over the last several decade<\/span><span data-contrast=\"auto\">s <\/span><span data-contrast=\"auto\">to <\/span><span data-contrast=\"auto\">a multitude of other <\/span><span data-contrast=\"auto\">areas <\/span><span data-contrast=\"auto\">to encourage sport fishing<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">Among reasons they<\/span><span data-contrast=\"auto\">\u2019re <\/span><span data-contrast=\"auto\">popular for sport fishing \u2013 they&#8217;re uncommonly big (they can reach 50 pounds with regularity) and <\/span><span data-contrast=\"auto\">some say they\u2019re <\/span><span data-contrast=\"auto\">outrageously <\/span><span data-contrast=\"auto\">scrumptious.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">While<\/span><span data-contrast=\"auto\">\u00a0in some circles\u00a0<\/span><span data-contrast=\"auto\">t<\/span><span data-contrast=\"auto\">hey may be desirable<\/span><span data-contrast=\"auto\">,\u00a0<\/span><span data-contrast=\"auto\">in others they<\/span><span data-contrast=\"auto\">\u2019re a nuisance<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">C<\/span><span data-contrast=\"auto\">haracteristics\u00a0<\/span><span data-contrast=\"auto\">such as<\/span><span data-contrast=\"auto\">\u00a0their adaptability,<\/span><span data-contrast=\"auto\">\u00a0sheer\u00a0<\/span><span data-contrast=\"auto\">size,\u00a0<\/span><span data-contrast=\"auto\">longevity<\/span><span data-contrast=\"auto\">, and tendency to <\/span><span data-contrast=\"auto\">rapidly <\/span><span data-contrast=\"auto\">overpopulate <\/span><span data-contrast=\"auto\">have <\/span><span data-contrast=\"auto\">contributed to their <\/span><span data-contrast=\"auto\">classi<\/span><span data-contrast=\"auto\">fication <\/span><span data-contrast=\"auto\">as <\/span><span data-contrast=\"auto\">a problematic <\/span><span data-contrast=\"auto\">and <\/span><span data-contrast=\"auto\">invasive species<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">Perhaps most problematic is their undiscerning palate, which<\/span><span data-contrast=\"auto\">\u00a0has<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">in turn <\/span><span data-contrast=\"auto\">contributed to declining <\/span><span data-contrast=\"auto\">populations of <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Callinectes_sapidus\"><span data-contrast=\"none\">Blue crabs<\/span><\/a><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"none\">(<\/span><i><span data-contrast=\"none\">Callinectes\u00a0<\/span><\/i><i><span data-contrast=\"none\">sapidus<\/span><\/i><span data-contrast=\"none\">)\u202f<\/span><span data-contrast=\"auto\">and other species.<\/span><\/p>\n<p><span data-contrast=\"auto\">This,<\/span><span data-contrast=\"auto\">\u00a0of course, is<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">concerning\u00a0<\/span><span data-contrast=\"auto\">to<\/span><span data-contrast=\"auto\">\u00a0conservationists a<\/span><span data-contrast=\"auto\">nd to<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">commercial fisheries <\/span><span data-contrast=\"auto\">who have <\/span><span data-contrast=\"auto\">historically <\/span><span data-contrast=\"auto\">relied on the<\/span><span data-contrast=\"auto\">ir <\/span><span data-contrast=\"auto\">commercial viability.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">To effectively study the\u00a0<\/span><span data-contrast=\"auto\">blue catfish\u00a0<\/span><span data-contrast=\"auto\">population,\u00a0<\/span><span data-contrast=\"auto\">researchers use <\/span><span data-contrast=\"auto\">several methods<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">Of th<\/span><span data-contrast=\"auto\">e<\/span><span data-contrast=\"auto\">m<\/span><span data-contrast=\"auto\">, e<\/span><span data-contrast=\"auto\">lectrofishing<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">uses a non-invasive way to apply\u00a0<\/span><span data-contrast=\"auto\">l<\/span><span data-contrast=\"auto\">ow voltage frequency <\/span><span data-contrast=\"auto\">t<\/span><span data-contrast=\"auto\">o <\/span><span data-contrast=\"auto\">coax <\/span><span data-contrast=\"auto\">cat<\/span><span data-contrast=\"auto\">fish from the <\/span><span data-contrast=\"auto\">river bottoms <\/span><span data-contrast=\"auto\">to the surface<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">Once fish are visible at the surface,\u00a0<\/span><span data-contrast=\"auto\">researchers\u00a0<\/span><span data-contrast=\"auto\">can<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">sample and quantify <\/span><span data-contrast=\"auto\">their <\/span><span data-contrast=\"auto\">population characteristics<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">William Shuart<\/span><span data-contrast=\"auto\"> from Virginia Commonwealth University <\/span><span data-contrast=\"auto\">Life Sciences\u00a0<\/span><a href=\"https:\/\/www.arcgis.com\/apps\/MapJournal\/index.html?appid=b9878f70423548eeb491071ac8c4836d\"><span data-contrast=\"none\">has done such research<\/span><\/a><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">In\u00a0<\/span><span data-contrast=\"auto\">hi<\/span><span data-contrast=\"auto\">s work<\/span><span data-contrast=\"auto\">, W<\/span><span data-contrast=\"auto\">illiam <\/span><span data-contrast=\"auto\">use<\/span><span data-contrast=\"auto\">d <\/span><span data-contrast=\"auto\">a drone to <\/span><span data-contrast=\"auto\">c<\/span><span data-contrast=\"auto\">apture<\/span><span data-contrast=\"auto\"> electrofishing in progress<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">He\u00a0<\/span><span data-contrast=\"auto\">used ArcGIS Pro to visualize<\/span><span data-contrast=\"auto\">,<\/span><span data-contrast=\"auto\">\u00a0analyze<\/span><span data-contrast=\"auto\">, and\u00a0<\/span><span data-contrast=\"auto\">georeference<\/span><span data-contrast=\"auto\"> several frames of <\/span><span data-contrast=\"auto\">collected<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">footage<\/span><span data-contrast=\"auto\">.\u00a0<\/span><span data-contrast=\"auto\">Within each<\/span><span data-contrast=\"auto\">\u00a0targeted frame<\/span><span data-contrast=\"auto\">, h<\/span><span data-contrast=\"auto\">e <\/span><span data-contrast=\"auto\">identif<\/span><span data-contrast=\"auto\">ied <\/span><span data-contrast=\"auto\">and classif<\/span><span data-contrast=\"auto\">i<\/span><span data-contrast=\"auto\">ed <\/span><span data-contrast=\"auto\">object<\/span><span data-contrast=\"auto\">s<\/span><span data-contrast=\"auto\">, <\/span><span data-contrast=\"auto\">stored <\/span><span data-contrast=\"auto\">attributes <\/span><span data-contrast=\"auto\">in a feature class <\/span><span data-contrast=\"auto\">as training data<\/span><span data-contrast=\"auto\">, and exported <\/span><span data-contrast=\"auto\">results using <\/span><span data-contrast=\"auto\">deep learning tools in ArcGIS<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">From there,\u00a0<\/span><span data-contrast=\"auto\">he used\u00a0<\/span><span data-contrast=\"auto\">training data<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">as input to run a\u00a0<\/span><span data-contrast=\"auto\">predictive\u00a0<\/span><span data-contrast=\"auto\">catfish detector <\/span><span data-contrast=\"auto\">model<\/span><span data-contrast=\"auto\">.<\/span><\/p>\n<p><span data-contrast=\"auto\">After <\/span><span data-contrast=\"auto\">validating t<\/span><span data-contrast=\"auto\">he model\u2019s results\u00a0<\/span><span data-contrast=\"auto\">and efficacy<\/span><span data-contrast=\"auto\">,\u00a0<\/span><span data-contrast=\"auto\">it c<\/span><span data-contrast=\"auto\">ould then<\/span><span data-contrast=\"auto\">\u00a0be used with\u00a0<\/span><span data-contrast=\"auto\">drone footage from<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-contrast=\"auto\">subsequent electrofishing events<\/span><span data-contrast=\"auto\">. <\/span><span data-contrast=\"auto\">The results of each subsequent study could then be shared w<\/span><span data-contrast=\"auto\">ith <\/span><span data-contrast=\"auto\">key stakeholders, <\/span><span data-contrast=\"auto\">such as local <\/span><span data-contrast=\"auto\">anglers and<\/span><span data-contrast=\"auto\">\u00a0conservationists concerned about species loss.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<h3>Learn more<\/h3>\n<p><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/help\/analysis\/image-analyst\/introduction-to-full-motion-video-in-arcgis-pro.htm\"><span data-contrast=\"none\">Introduction to Full Motion Video<\/span><\/a><span data-contrast=\"none\">\u202f<\/span><\/p>\n<p><a href=\"https:\/\/www.esri.com\/training\/catalog\/5806637ec82bd5746b9143dd\/working-with-full-motion-video-in-arcgis\/\"><span data-contrast=\"none\">Working with Full Motion Video in ArcGIS web course<\/span><\/a><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n"}],"authors":[{"ID":6181,"user_firstname":"Sara","user_lastname":"Sanchez","nickname":"Sara Sanchez","user_nicename":"saramdsanchez","display_name":"Sara Sanchez","user_email":"ssanchez@esri.com","user_url":"","user_registered":"2018-03-02 00:18:03","user_description":"Sara is a lead product engineer on the ArcGIS Enterprise team. She enjoys spending time at the lake, non-fiction, and cooking.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/06\/sara-s-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":6911,"user_firstname":"Rohit","user_lastname":"Singh","nickname":"Rohit Singh","user_nicename":"rsinghesri-com","display_name":"Rohit Singh","user_email":"rsingh@esri.com","user_url":"","user_registered":"2018-03-02 00:19:00","user_description":"Rohit Singh is Director of Esri\u2019s R&amp;D Center in New Delhi, leading the design and development of Geospatial AI capabilities across the ArcGIS platform. He has played a key role in the development of ArcGIS API for Python, ArcGIS Java Engine API, and the Linux enablement of ArcGIS. An alumnus of IIT Kharagpur, Rohit holds an MS in Computer Science with specialization in AI from Georgia Tech.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/RohitSingh_AISummit2025-213x200.jpeg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":[{"ID":581342,"post_author":"8452","post_date":"2019-08-09 12:10:58","post_date_gmt":"2019-08-09 19:10:58","post_content":"","post_title":"Damage assessment using deep learning in ArcGIS","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"damage-assessment-using-deep-learning-in-arcgis","to_ping":"","pinged":"","post_modified":"2019-08-11 12:48:59","post_modified_gmt":"2019-08-11 19:48:59","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=581342","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":725292,"post_author":"8452","post_date":"2020-02-06 10:33:34","post_date_gmt":"2020-02-06 18:33:34","post_content":"","post_title":"What\u2019s New in the Image Analyst Extension (ArcGIS Pro 2.5)","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"image-analyst-extension-arcgis-pro-25","to_ping":"","pinged":"","post_modified":"2021-01-05 14:31:21","post_modified_gmt":"2021-01-05 22:31:21","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=725292","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":746541,"post_author":"7871","post_date":"2020-04-27 10:00:58","post_date_gmt":"2020-04-27 17:00:58","post_content":"","post_title":"ArcGIS Enterprise at DevSummit 2020 Videos Available!","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"arcgis-enterprise-at-devsummit-2020","to_ping":"","pinged":"","post_modified":"2020-04-27 10:12:40","post_modified_gmt":"2020-04-27 17:12:40","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=746541","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"}],"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/catfish1__826__465.jpg","wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/shannon_wide.jpg"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Dev Summit 2020: Use deep learning tools with full motion 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