{"id":1540,"date":"2021-05-27T09:42:27","date_gmt":"2021-05-27T16:42:27","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/?post_type=example&#038;p=1540"},"modified":"2023-05-26T05:07:26","modified_gmt":"2023-05-26T12:07:26","slug":"azure-cognitive-services-g11-f-example-based-explanations","status":"publish","type":"example","link":"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/","title":{"rendered":"Computer Vision | 11F: Example-based explanations"},"content":{"rendered":"<div class=\"toolkit-heading-with-image-block\">\n\t\n\n<h2 class=\"wp-block-heading\">Computer Vision | 11F: Example-based explanations<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2023\/05\/yellow-header-bar-1536x14-5-23.png\" alt=\"\" \/><\/figure>\n\n<\/div>\n\n\n\n\n\n<figure class=\"wp-block-image size-large is-style-example\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"838\" src=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated.png\" alt=\"Azure Cognitive Services shows examples.\" class=\"wp-image-1339\" srcset=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated.png 768w, https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated-275x300.png 275w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">To make clear why the <a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/cognitive-services\/computer-vision\/\" target=\"_blank\" rel=\"noreferrer noopener\">Computer Vision<\/a> service described an object as it did (<a href=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/guideline\/make-clear-why-the-system-did-what-it-did\/\">Guideline 11<\/a>), <a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/cognitive-services\/\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Cognitive Services<\/a> provides multiple examples (<a href=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/pattern\/g11-f-example-based-explanations\/\">Pattern 11F<\/a>). Each example shows bounding boxes, description tags, a caption, and a confidence level for tags and captions. <em><sup><sub>Image captured July 2020.<\/sub><\/sup><\/em><\/figcaption><\/figure>\n","protected":false},"featured_media":1339,"menu_order":0,"template":"","meta":{"toolkit_pattern_number":"11F","ep_exclude_from_search":false,"footnotes":""},"application-type":[60],"goal":[114,126,123],"guideline-term":[13],"product-category":[28],"class_list":["post-1540","example","type-example","status-publish","has-post-thumbnail","hentry","application-type-image-recognition","goal-appropriate-reliance","goal-reliability","goal-transparency","guideline-term-make-clear-why-the-system-did-what-it-did","product-category-productivity"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Computer Vision | 11F: Example-based explanations - Microsoft HAX Toolkit<\/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:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Computer Vision | 11F: Example-based explanations - Microsoft HAX Toolkit\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/\" \/>\n<meta property=\"og:site_name\" content=\"Microsoft HAX Toolkit\" \/>\n<meta property=\"article:modified_time\" content=\"2023-05-26T12:07:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated.png\" \/>\n\t<meta property=\"og:image:width\" content=\"768\" \/>\n\t<meta property=\"og:image:height\" content=\"838\" \/>\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\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Shipi Dhanorkar\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/\",\"name\":\"Computer Vision | 11F: Example-based explanations - Microsoft HAX Toolkit\",\"isPartOf\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated.png\",\"datePublished\":\"2021-05-27T16:42:27+00:00\",\"dateModified\":\"2023-05-26T12:07:26+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/example\/azure-cognitive-services-g11-f-example-based-explanations\/#primaryimage\",\"url\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated.png\",\"contentUrl\":\"https:\/\/www.microsoft.com\/en-us\/haxtoolkit\/uploads\/prod\/2021\/05\/G11-F_Example-Based-Explanations_Microsoft-Azure-Cognitive-Services-Annotated.png\",\"width\":768,\"height\":838,\"caption\":\"Azure Cognitive Services show multiple examples of how their image recognition works. 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