{"id":44,"date":"2021-09-27T17:31:19","date_gmt":"2021-09-27T17:31:19","guid":{"rendered":"https:\/\/labs.ri.cmu.edu\/aiira\/?page_id=44"},"modified":"2026-02-24T14:44:17","modified_gmt":"2026-02-24T18:44:17","slug":"resources","status":"publish","type":"page","link":"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/","title":{"rendered":"Resources"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"44\" class=\"elementor elementor-44\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-017e8c9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"017e8c9\" 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-100 elementor-top-column elementor-element elementor-element-fc8ca83\" data-id=\"fc8ca83\" 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-a675b2a elementor-widget elementor-widget-text-editor\" data-id=\"a675b2a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h1><strong>DATASETS<\/strong><\/h1>\t\t\t\t\t\t\t\t<\/div>\n\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-top-section elementor-element elementor-element-5faf571 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5faf571\" 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-33 elementor-top-column elementor-element elementor-element-118f7c0\" data-id=\"118f7c0\" 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-6ef70ea elementor-widget elementor-widget-image\" data-id=\"6ef70ea\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"589\" src=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data-1024x589.png\" class=\"attachment-large size-large wp-image-292\" alt=\"\" srcset=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data-1024x589.png 1024w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data-300x173.png 300w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data-768x442.png 768w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data.png 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-66 elementor-top-column elementor-element elementor-element-6fbc244\" data-id=\"6fbc244\" 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-7e23e89 elementor-widget elementor-widget-text-editor\" data-id=\"7e23e89\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left\">A dataset consisting of multi-modal sensing features. This publicly available dataset consists of 450 seconds of audio, visual, and force\/torque data acquired on actual trees.<\/p><p style=\"text-align: left\">Using the hand-held probe device, we collected contact interaction data on Eugenia Uniflora and Ilex Verticillata trees planted across the campus of Carnegie Mellon University. We mainly used lateral motion to gently swipe the device against the plants in a similar manner to best maintain consistency across contact interactions. Each trial contains approximately a minute duration of contact interaction with only one type of object class: leaf, twig, or trunk.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a5de12 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"4a5de12\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/drive.google.com\/drive\/folders\/1jU7QIBkrhgSj0tQFox6GptQIR4KDAv0L\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Dataset Link<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-top-section elementor-element elementor-element-c88a6d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c88a6d8\" 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-33 elementor-top-column elementor-element elementor-element-1451a65\" data-id=\"1451a65\" 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-3a5c473 elementor-widget elementor-widget-image\" data-id=\"3a5c473\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"861\" src=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/08\/9-3_LEFT_30_combined-1024x861.png\" class=\"attachment-large size-large wp-image-333\" alt=\"\" srcset=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/08\/9-3_LEFT_30_combined-1024x861.png 1024w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/08\/9-3_LEFT_30_combined-300x252.png 300w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/08\/9-3_LEFT_30_combined-768x646.png 768w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/08\/9-3_LEFT_30_combined.png 1203w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-66 elementor-top-column elementor-element elementor-element-cdd1d02\" data-id=\"cdd1d02\" 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-32f365e elementor-widget elementor-widget-text-editor\" data-id=\"32f365e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>High-Resolution Stereo Scans of 100 Sorghum Panicles<\/strong><\/p><p>This dataset contains stereo images, depth data, camera position\/orientation, and camera information for 100 sorghum panicles (the seed-bearing head of the sorghum stalk), as well as semantic segmentation labels for a subset of the data. The 100 sampled sorghum stalks are drawn from 10 different species, in groups of 10. For image capture an <a href=\"https:\/\/arxiv.org\/abs\/2101.02190\">illumination-invariant flash camera<\/a> developed at CMU was swept around the panicle using a UR5 robotic arm, and approximately 150 image pairs were captured for each panicle, giving a full 3D view of each stalk. More information on the exact dataset contents can be found in the <a href=\"https:\/\/docs.google.com\/document\/d\/1BkHuvxqK8MrV7XDOMaldqRdpR3jgW22h_2x5vH3HTRg\/edit#heading=h.7rnflyg8rl25\">README<\/a>.<\/p><div style=\"color: #222222;font-family: Arial, Helvetica, sans-serif;font-size: small\">\u00a0<\/div><div style=\"color: #222222;font-family: Arial, Helvetica, sans-serif;font-size: small\">\u00a0<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce49857 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"ce49857\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/drive.google.com\/drive\/u\/0\/folders\/1MXGWW-NE_rNC0Taw4pzL_QfbfEsyP-wG\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Dataset Link<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-top-section elementor-element elementor-element-afeae27 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"afeae27\" 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-33 elementor-top-column elementor-element elementor-element-746e656\" data-id=\"746e656\" 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-93cfe0e elementor-widget elementor-widget-image\" data-id=\"93cfe0e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"974\" height=\"397\" src=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/10\/grapevine_dataset.png\" class=\"attachment-large size-large wp-image-349\" alt=\"\" srcset=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/10\/grapevine_dataset.png 974w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/10\/grapevine_dataset-300x122.png 300w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/10\/grapevine_dataset-768x313.png 768w\" sizes=\"(max-width: 974px) 100vw, 974px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-66 elementor-top-column elementor-element elementor-element-c49dde3\" data-id=\"c49dde3\" 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-bb4e69e elementor-widget elementor-widget-text-editor\" data-id=\"bb4e69e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Stereo Data for 144 Winter Grapevines<\/b><\/p><p>This dataset contains stereo images, depth data, camera position\/orientation, and camera information for 144 winter grapevines, as well as semantic segmentation labels for a subset of the data. The grapevines were captured before winter pruning, and represent a complex and organic structure. For image capture two actively-lit stereo cameras (one pair side-facing, one pair at a 45 degree tilt down) were driven along the grapevine row with a linear actuator, and stereo pairs were captured at 7 locations along each vine. More details can be found in the\u00a0<a href=\"https:\/\/docs.google.com\/document\/d\/1aX1dLFlwOXNa4cPD_eDLUT6ZaMUF2gkahHEinIDtoPw\/edit\" target=\"_blank\" rel=\"noopener\">README<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97e2942 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"97e2942\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/drive.google.com\/drive\/folders\/1O_i01eBknf8hUb0zXSWHcSAw2sB1OJcz\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Dataset Link<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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-top-section elementor-element elementor-element-bd59604 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd59604\" 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-33 elementor-top-column elementor-element elementor-element-c5c2439\" data-id=\"c5c2439\" 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-d402a77 elementor-widget elementor-widget-image\" data-id=\"d402a77\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"661\" src=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2026\/02\/Screenshot-2026-02-24-at-11.33.25-AM-1024x661.png\" class=\"attachment-large size-large wp-image-402\" alt=\"\" srcset=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2026\/02\/Screenshot-2026-02-24-at-11.33.25-AM-1024x661.png 1024w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2026\/02\/Screenshot-2026-02-24-at-11.33.25-AM-300x194.png 300w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2026\/02\/Screenshot-2026-02-24-at-11.33.25-AM-768x496.png 768w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2026\/02\/Screenshot-2026-02-24-at-11.33.25-AM-1536x992.png 1536w, https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2026\/02\/Screenshot-2026-02-24-at-11.33.25-AM.png 1772w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-66 elementor-top-column elementor-element elementor-element-a3272ea\" data-id=\"a3272ea\" 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-2440230 elementor-widget elementor-widget-text-editor\" data-id=\"2440230\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Apple Fruitlet Sizing Data Sets<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2473aa elementor-align-left elementor-widget elementor-widget-button\" data-id=\"e2473aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/drive.google.com\/drive\/u\/1\/folders\/1n_QJev33DH9oChYc2Ayh_XLrLgZUyG9l\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Dataset Link<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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>DATASETS A dataset consisting of multi-modal sensing features. This publicly available dataset consists of 450 seconds of audio, visual, and force\/torque data acquired on actual trees. Using the hand-held probe device, we collected contact interaction data on Eugenia Uniflora and Ilex Verticillata trees planted across the campus of Carnegie Mellon University. We mainly used lateral &hellip; <a href=\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/\">Continued<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-44","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Resources - AIIRA<\/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:\/\/labs.ri.cmu.edu\/aiira\/resources\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Resources - AIIRA\" \/>\n<meta property=\"og:description\" content=\"DATASETS A dataset consisting of multi-modal sensing features. This publicly available dataset consists of 450 seconds of audio, visual, and force\/torque data acquired on actual trees. Using the hand-held probe device, we collected contact interaction data on Eugenia Uniflora and Ilex Verticillata trees planted across the campus of Carnegie Mellon University. We mainly used lateral &hellip; Continued\" \/>\n<meta property=\"og:url\" content=\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/\" \/>\n<meta property=\"og:site_name\" content=\"AIIRA\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-24T18:44:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"736\" \/>\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=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/\",\"url\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/\",\"name\":\"Resources - AIIRA\",\"isPartOf\":{\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data-1024x589.png\",\"datePublished\":\"2021-09-27T17:31:19+00:00\",\"dateModified\":\"2026-02-24T18:44:17+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/#primaryimage\",\"url\":\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data.png\",\"contentUrl\":\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2022\/03\/experiment_data.png\",\"width\":1280,\"height\":736},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/resources\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/labs.ri.cmu.edu\/aiira\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Resources\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/#website\",\"url\":\"https:\/\/labs.ri.cmu.edu\/aiira\/\",\"name\":\"AIIRA\",\"description\":\"AI Institute for Resilient Agriculture\",\"publisher\":{\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/labs.ri.cmu.edu\/aiira\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/#organization\",\"name\":\"AIIRA\",\"url\":\"https:\/\/labs.ri.cmu.edu\/aiira\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2021\/09\/aiira-logo-with-text-light-bg-edit.png\",\"contentUrl\":\"https:\/\/labs.ri.cmu.edu\/aiira\/wp-content\/uploads\/sites\/26\/2021\/09\/aiira-logo-with-text-light-bg-edit.png\",\"width\":690,\"height\":200,\"caption\":\"AIIRA\"},\"image\":{\"@id\":\"https:\/\/labs.ri.cmu.edu\/aiira\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Resources - AIIRA","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:\/\/labs.ri.cmu.edu\/aiira\/resources\/","og_locale":"en_US","og_type":"article","og_title":"Resources - AIIRA","og_description":"DATASETS A dataset consisting of multi-modal sensing features. 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