{"id":2461,"date":"2026-02-18T07:52:28","date_gmt":"2026-02-18T07:52:28","guid":{"rendered":"https:\/\/www.phase4ai-project.eu\/?p=2461"},"modified":"2026-03-30T07:59:28","modified_gmt":"2026-03-30T07:59:28","slug":"use-case-3-validation-evaluation-workshop-on-ischemic-stroke-phase-2-16-february-2026","status":"publish","type":"post","link":"https:\/\/www.phase4ai-project.eu\/?p=2461","title":{"rendered":"Use Case 3 Validation &#038; Evaluation Workshop on Ischemic Stroke (Phase 2), 16 February 2026"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:100px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:1;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:30px;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-top-small:0px;--awb-margin-bottom-small:10px;\"><h2 class=\"fusion-title-heading title-heading-left sm-text-align-center\" style=\"margin:0;text-transform:capitalize;\"><p class=\"article-title trunk8 h2\" data-lines=\"6\">Use Case 3 Validation &amp; Evaluation Workshop on Ischemic Stroke (Phase 2), 16 February 2026<\/p><\/h2><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-bottom:30px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;border-color:var(--awb-color5);border-top-width:2px;\"><\/div><\/div><div class=\"fusion-text fusion-text-1 sm-text-align-center\"><p><span data-olk-copy-source=\"MessageBody\">Turku University of Applied Sciences (TUAS) organised the Use Case 3 Validation &amp; Evaluation Workshop for Phase 2 dedicated to ischemic stroke, bringing together researchers, clinicians, and technical experts to advance the development of AI-based tools for medical imaging, with a focus on stroke analysis.<\/span><\/p>\n<p>The session highlighted ongoing work within the PHASE IV AI project, where teams are developing machine learning models to automatically detect and segment lesions in CT and MRI scans. Recent efforts have focused on establishing a robust technical foundation, including integrating multiple open datasets, building scalable data pipelines, and implementing preprocessing workflows to standardize complex imaging data.<\/p>\n<p>In parallel, different model architectures are being tested to improve segmentation accuracy and reliability. Initial results demonstrate steady progress and provide a basis for further optimization. Current development is centered on enhancing model performance, improving data quality and consistency, and exploring methods to make better use of limited medical imaging data.<\/p>\n<p>The collaboration brings together technical and clinical expertise, supporting the development of solutions that are both technically sound and relevant for future healthcare applications.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:100px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:30px;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"1485\" height=\"837\" title=\"2\" src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2.jpg\" data-orig-src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2.jpg\" alt class=\"lazyload img-responsive wp-image-2463\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271485%27%20height%3D%27837%27%20viewBox%3D%270%200%201485%20837%27%3E%3Crect%20width%3D%271485%27%20height%3D%27837%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2-200x113.jpg 200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2-400x225.jpg 400w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2-600x338.jpg 600w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2-800x451.jpg 800w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2-1200x676.jpg 1200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/2.jpg 1485w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><div class=\"fusion-image-element \" style=\"--awb-margin-top:10px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"917\" height=\"518\" title=\"3\" src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3.jpg\" data-orig-src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3.jpg\" alt class=\"lazyload img-responsive wp-image-2464\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27917%27%20height%3D%27518%27%20viewBox%3D%270%200%20917%20518%27%3E%3Crect%20width%3D%27917%27%20height%3D%27518%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3-200x113.jpg 200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3-400x226.jpg 400w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3-600x339.jpg 600w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3-800x452.jpg 800w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/3.jpg 917w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><div class=\"fusion-image-element \" style=\"--awb-margin-top:10px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><img decoding=\"async\" width=\"917\" height=\"522\" title=\"4\" src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4.jpg\" data-orig-src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4.jpg\" alt class=\"lazyload img-responsive wp-image-2465\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27917%27%20height%3D%27522%27%20viewBox%3D%270%200%20917%20522%27%3E%3Crect%20width%3D%27917%27%20height%3D%27522%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4-200x114.jpg 200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4-400x228.jpg 400w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4-600x342.jpg 600w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4-800x455.jpg 800w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/4.jpg 917w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><div class=\"fusion-image-element \" style=\"--awb-margin-top:10px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-4 hover-type-none\"><img decoding=\"async\" width=\"1247\" height=\"707\" title=\"5\" src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5.jpg\" data-orig-src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5.jpg\" alt class=\"lazyload img-responsive wp-image-2466\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271247%27%20height%3D%27707%27%20viewBox%3D%270%200%201247%20707%27%3E%3Crect%20width%3D%271247%27%20height%3D%27707%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5-200x113.jpg 200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5-400x227.jpg 400w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5-600x340.jpg 600w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5-800x454.jpg 800w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5-1200x680.jpg 1200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/5.jpg 1247w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><div class=\"fusion-image-element \" style=\"--awb-margin-top:10px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-5 hover-type-none\"><img decoding=\"async\" width=\"1247\" height=\"711\" title=\"6\" src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6.jpg\" data-orig-src=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6.jpg\" alt class=\"lazyload img-responsive wp-image-2467\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271247%27%20height%3D%27711%27%20viewBox%3D%270%200%201247%20711%27%3E%3Crect%20width%3D%271247%27%20height%3D%27711%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6-200x114.jpg 200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6-400x228.jpg 400w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6-600x342.jpg 600w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6-800x456.jpg 800w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6-1200x684.jpg 1200w, https:\/\/www.phase4ai-project.eu\/wp-content\/uploads\/2026\/03\/6.jpg 1247w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 600px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 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