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<!DOCTYPE html>
<html lang="en" style="scroll-behavior: smooth">
<!-- Page-specific meta tags -->
<title>MONAI - Evaluation and Benchmarking Working Group</title>
<meta name="description" content="Providing guidelines, infrastructure, and practical tools for quality-controlled validation and benchmarking of medical image analysis methods.">
<meta property="og:title" content="MONAI - Evaluation and Benchmarking Working Group">
<meta property="og:description" content="Providing guidelines, infrastructure, and practical tools for quality-controlled validation and benchmarking of medical image analysis methods.">
<meta property="og:url" content="https://monai.io/wg_evaluation.html">
<meta name="twitter:title" content="MONAI - Evaluation and Benchmarking Working Group">
<meta name="twitter:description" content="Providing guidelines, infrastructure, and practical tools for quality-controlled validation and benchmarking of medical image analysis methods.">
<link rel="canonical" href="https://monai.io/wg_evaluation.html">
<!-- Include Head Component -->
<!-- #include file="components/head.html" -->
<body class="flex flex-col min-h-screen">
<!-- #include file="components/header.html" -->
<main class="flex-grow">
<!-- Hero Section -->
<section id="hero" class="py-24 bg-brand-light relative overflow-hidden">
<div class="container relative">
<div class="flex flex-wrap items-center">
<div class="w-full max-w-3xl">
<h1 class="mb-6 wg-main-heading">
Evaluation and<br>
Benchmarking Working Group
</h1>
<h2 class="text-neutral-darkestblack text-2xl font-bold mb-4">Mission Statement</h2>
<p class="text-lg leading-relaxed text-gray-700">The Evaluation and Benchmarking MONAI working group aims at providing guidelines, infrastructure, and practical tools for evaluation and benchmarking of medical image analysis methods. It focuses on leading the community towards the identification and adoption of best practices for evaluation and benchmarking and on identifying practical solutions to improve reproducibility.</p>
</div>
</div>
</div>
</section>
<!-- Highlights Section -->
<section class="py-24 relative overflow-hidden">
<div class="container relative">
<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Highlights</h2>
<div class="grid grid-cols-1 md:grid-cols-2 gap-8 mt-8">
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Recommendations</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://www.nature.com/articles/s41592-023-02151-z" class="link-hover">
<span>Metrics Reloaded: recommendations for image analysis validation</span>
</a>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://www.nature.com/articles/s41592-023-02150-0" class="link-hover">
<span>Understanding metric-related pitfalls in image analysis validation</span>
</a>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://metrics-reloaded.dkfz.de/" class="link-hover">
<span>Metrics Reloaded Toolkit</span>
</a>
</li>
</ul>
</div>
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Implementation of recommendations</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://github.com/Project-MONAI/MetricsReloaded/" class="link-hover">
<span>MONAI Evaluation Metrics</span>
</a>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://docs.monai.io/en/latest/metrics.html" class="link-hover">
<span>Metrics Documentation</span>
</a>
</li>
</ul>
</div>
<div class="md:col-span-2 bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Related resources</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://www.dkfz.de/en/imsy/research/biomedical-image-analysis-challenges-bias-initiative" class="link-hover">
<span>Biomedical Image Analysis ChallengeS (BIAS) Initiative</span>
</a>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://www.rankings-reloaded.de/" class="link-hover">
<span>Rankings Reloaded</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</section>
<!-- Group Leads Section -->
<section class="py-24 bg-neutral-lightgray relative overflow-hidden">
<div class="container relative">
<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Group Leads</h2>
<div class="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 gap-8">
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<div class="flex flex-col items-center text-center">
<img src="assets/img/AnnikaReinke.jpg" alt="Dr. Annika Reinke" class="w-32 h-32 rounded-full object-cover mb-6 border-4 border-brand-light">
<div>
<p class="text-xl font-semibold text-gray-800 mb-2">Dr. Annika Reinke</p>
<p class="text-base text-gray-600 mb-1">Deputy Head and Group Lead Validation of Intelligent Systems</p>
<p class="text-sm text-gray-600 mb-1">German Cancer Research Center (DKFZ)</p>
<p class="text-sm font-medium text-brand-primary">Benchmark Working Group Chair</p>
<div class="flex justify-center text-sm text-brand-primary hover:text-brand-dark mt-2">
<a href="https://www.dkfz.de/en/employees/annika-reinke" target="_blank" rel="noopener noreferrer">
<span>View Profile</span>
</a>
</div>
</div>
</div>
</div>
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<div class="flex flex-col items-center text-center">
<img src="assets/img/CaroleSudre.jpg" alt="Dr. Carole Sudre" class="w-32 h-32 rounded-full object-cover mb-6 border-4 border-brand-light">
<div>
<p class="text-xl font-semibold text-gray-800 mb-2">Dr. Carole Sudre</p>
<p class="text-base text-gray-600 mb-1">Associate Professor</p>
<p class="text-sm text-gray-600 mb-1">University College London</p>
<p class="text-sm font-medium text-brand-primary">Benchmark Working Group Chair</p>
<div class="flex justify-center text-sm text-brand-primary hover:text-brand-dark mt-2">
<a href="https://profiles.ucl.ac.uk/39648-carole-sudre" target="_blank" rel="noopener noreferrer">
<span>View Profile</span>
</a>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Meeting Notes and Recordings Section -->
<section class="py-24 bg-white">
<div class="container">
<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Meeting Notes</h2>
<div class="grid grid-cols-1 gap-8 mt-8">
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">GitHub Wiki</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<a href="https://github.com/Project-MONAI/MONAI/wiki/Evaluation-and-Benchmarks-Working-Group-Meeting-Notes" class="link-hover">
<span>Access all meeting notes</span>
</a>
</li>
</ul>
</div>
</div>
</div>
</section>
<!-- Ongoing Projects Section -->
<section class="py-24 bg-neutral-lightgray relative overflow-hidden">
<div class="container relative">
<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Ongoing Projects</h2>
<div class="grid grid-cols-1 md:grid-cols-2 gap-8 mt-8">
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Reporting Guidelines Taskforce (Lead - Olivier Colliot)</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Surveying current reporting practices and identifying areas for improvement</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Development of guidelines around results reporting with a focus statistical aspects</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Identification of proper calculation and methods for various procedures (e.g., confidence intervals) across different tasks and validation metrics</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Implementation of recommended calculations for MONAI users</span>
</li>
</ul>
</div>
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Benchmarking Datasets Taskforce (Lead - Michela Antonelli)</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Data quality review for MICCAI 2025 lighthouse challenges</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Identification of key characteristics for benchmarking datasets</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Encouragement to develop new datasets according to best practice</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Identification of relevant historical datasets to be used for benchmarking</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Implementation of guidelines for upcoming datasets</span>
</li>
</ul>
</div>
</div>
</div>
</section>
<!-- Collaboration Opportunities Section -->
<section class="py-24 bg-white relative overflow-hidden">
<div class="container relative">
<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Collaboration Opportunities</h2>
<div class="grid grid-cols-1 gap-8 mt-8">
<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Community Engagement</h3>
<ul class="space-y-4 text-gray-700">
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Join our regular surveys</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Contribute to evaluation metrics testing</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Share your expertise in validation and benchmarking</span>
</li>
<li class="flex items-start">
<span class="text-brand-primary mr-3">•</span>
<span>Participate in standards development</span>
</li>
</ul>
</div>
</div>
</div>
</section>
</main>
<!-- #include file="components/footer.html" -->
<!-- #include file="components/scripts.html" -->
</body>
</html>