{"id":15580,"date":"2025-12-12T16:34:48","date_gmt":"2025-12-12T23:34:48","guid":{"rendered":"https:\/\/mattfife.com\/?p=15580"},"modified":"2025-11-03T16:40:31","modified_gmt":"2025-11-03T23:40:31","slug":"ai-gpu-video-quality-metrics","status":"publish","type":"post","link":"https:\/\/mattfife.com\/?p=15580","title":{"rendered":"AI GPU\/Video Quality Metrics"},"content":{"rendered":"\n<p>How do you know when AI generated frames on your graphics card or in video playback look bad? Some <a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/articles\/technical\/cgvqm-d-computer-graphics-video-quality.html\" data-type=\"link\" data-id=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/articles\/technical\/cgvqm-d-computer-graphics-video-quality.html\">folks at Intel published a paper<\/a> and <a href=\"https:\/\/github.com\/IntelLabs\/CGVQM\" data-type=\"link\" data-id=\"https:\/\/github.com\/IntelLabs\/CGVQM\">shared a dataset<\/a> for a technique called <a href=\"https:\/\/arxiv.org\/abs\/2506.11546\" data-type=\"link\" data-id=\"https:\/\/arxiv.org\/abs\/2506.11546\">CGVQM+D: Computer Graphics Video Quality Metric and Dataset<\/a> &#8211; which tries to quantify the image quality issues created by using AI generation techniques like neural supersampling, novel-view synthesis, path tracing, neural denoising, frame interpolation, and variable rate shading.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"221\" data-attachment-id=\"15581\" data-permalink=\"https:\/\/mattfife.com\/?attachment_id=15581\" data-orig-file=\"https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?fit=2560%2C883&amp;ssl=1\" data-orig-size=\"2560,883\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;We propose CGVQM, a full-reference video quality metric that significantly outperforms existing metrics while generating both per-pixel error maps and global quality scores.&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;CGVQM+D: Computer Graphics Video Quality Metric and Dataset&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"CGVQM+D: Computer Graphics Video Quality Metric and Dataset\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;We propose CGVQM, a full-reference video quality metric that significantly outperforms existing metrics while generating both per-pixel error maps and global quality scores.&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?fit=640%2C221&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2.jpg?resize=640%2C221&#038;ssl=1\" alt=\"\" class=\"wp-image-15581\" srcset=\"https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?resize=1024%2C353&amp;ssl=1 1024w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?resize=300%2C103&amp;ssl=1 300w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?resize=768%2C265&amp;ssl=1 768w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?resize=1536%2C530&amp;ssl=1 1536w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?resize=2048%2C706&amp;ssl=1 2048w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?resize=604%2C208&amp;ssl=1 604w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/mattfife.com\/wp-content\/themes\/mattTheme\/headerimgs\/2025\/11\/CGVQM2-scaled.jpg?w=1920&amp;ssl=1 1920w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>How do you know when AI generated frames on your graphics card or in video playback look bad? Some folks at Intel published a paper and shared a dataset for a technique called CGVQM+D: Computer Graphics Video Quality Metric and Dataset &#8211; which tries to quantify the image quality issues created by using AI generation techniques like neural supersampling, novel-view synthesis, path tracing, neural denoising, frame interpolation, and variable rate shading.<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[28,9],"tags":[],"class_list":["post-15580","post","type-post","status-publish","format-standard","hentry","category-ai","category-cool"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p4WECr-43i","jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/mattfife.com\/index.php?rest_route=\/wp\/v2\/posts\/15580","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mattfife.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mattfife.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mattfife.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mattfife.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=15580"}],"version-history":[{"count":1,"href":"https:\/\/mattfife.com\/index.php?rest_route=\/wp\/v2\/posts\/15580\/revisions"}],"predecessor-version":[{"id":15582,"href":"https:\/\/mattfife.com\/index.php?rest_route=\/wp\/v2\/posts\/15580\/revisions\/15582"}],"wp:attachment":[{"href":"https:\/\/mattfife.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15580"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mattfife.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15580"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mattfife.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}