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Merge pull request #73 from Project-MONAI/update-evaluation-benchmark-wg
Update Evaluation and Benchmarking Working Group page content per fee…
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‎wg_evaluation_benchmark.html

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<main class="flex-grow">
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<!-- Hero Section -->
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<section id="hero" class="py-24 bg-brand-light relative overflow-hidden">
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<div class="absolute inset-0 opacity-[0.10] bg-[radial-gradient(circle_at_1px_1px,#000_1px,transparent_0)] bg-[length:36px_36px]"></div>
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<div class="w-full max-w-3xl">
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</div>
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</section>
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<!-- Initiatives Section -->
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<!-- Highlights Section -->
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<section class="py-24 relative overflow-hidden">
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<div class="container relative">
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Initiatives</h2>
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Highlights</h2>
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<div class="grid grid-cols-1 md:grid-cols-2 gap-8 mt-8">
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<div class="bg-white p-8 rounded-lg border border-neutral-200 hover:border-brand-primary hover:shadow-md transition-all duration-300">
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Best Practices & Infrastructure</h3>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Recommendations</h3>
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<ul class="space-y-4 text-gray-700">
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<li class="flex items-start">
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<span class="text-brand-primary mr-3">•</span>
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<span>Development of algorithm validation standards</span>
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</li>
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<li class="flex items-start">
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<span class="text-brand-primary mr-3">•</span>
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<span>Implementation of automated evaluation systems</span>
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<a href="https://www.nature.com/articles/s41592-023-02151-z" class="link-hover">
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<span>Metrics Reloaded: recommendations for image analysis validation</span>
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</a>
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</li>
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<li class="flex items-start">
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<span class="text-brand-primary mr-3">•</span>
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<span>Creation of benchmark frameworks and protocols</span>
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<a href="https://www.nature.com/articles/s41592-023-02150-0" class="link-hover">
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<span>Understanding metric-related pitfalls in image analysis validation</span>
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</a>
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<span class="text-brand-primary mr-3">•</span>
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<span>Establishment of quality control guidelines</span>
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<a href="https://metrics-reloaded.dkfz.de/" class="link-hover">
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<span>Metrics Reloaded Toolkit</span>
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</a>
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</ul>
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</div>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Research & Community Standards</h3>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Implementation of recommendations</h3>
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<ul class="space-y-4 text-gray-700">
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<span class="text-brand-primary mr-3">•</span>
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<span>Development of novel evaluation metrics</span>
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<a href="https://github.com/Project-MONAI/MetricsReloaded/" class="link-hover">
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<span>MONAI Evaluation Metrics</span>
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</a>
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<span class="text-brand-primary mr-3">•</span>
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<span>Implementation of performance analysis tools</span>
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<a href="https://docs.monai.io/en/latest/metrics.html" class="link-hover">
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<span>Metrics Documentation</span>
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</a>
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</li>
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</ul>
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</div>
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<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">
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Related resources</h3>
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<span class="text-brand-primary mr-3">•</span>
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<span>Establishment of data sharing practices</span>
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<a href="https://www.dkfz.de/en/imsy/research/biomedical-image-analysis-challenges-bias-initiative" class="link-hover">
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<span>Biomedical Image Analysis ChallengeS (BIAS) Initiative</span>
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</a>
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<span>Creation of reproducibility guidelines</span>
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<a href="https://www.rankings-reloaded.de/" class="link-hover">
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<span>Rankings Reloaded</span>
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</a>
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</ul>
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<!-- Group Leads Section -->
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<div class="absolute inset-0 opacity-[0.10] bg-[radial-gradient(circle_at_1px_1px,#000_1px,transparent_0)] bg-[length:36px_36px]"></div>
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Group Leads</h2>
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<!-- Ongoing Projects Section -->
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Resources</h2>
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Ongoing Projects</h2>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Development Resources</h3>
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<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>
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<span class="text-brand-primary mr-3">•</span>
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<a href="https://github.com/Project-MONAI/MetricsReloaded/" class="link-hover">
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<span>Metrics Reloaded</span>
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</a>
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<span>Surveying current reporting practices and identifying areas for improvement</span>
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</li>
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<li class="flex items-start">
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<span class="text-brand-primary mr-3">•</span>
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<span>Development of guidelines around results reporting with a focus statistical aspects</span>
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<li class="flex items-start">
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<span class="text-brand-primary mr-3">•</span>
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<span>Identification of proper calculation and methods for various procedures (e.g., confidence intervals) across different tasks and validation metrics</span>
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</li>
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<li class="flex items-start">
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<span class="text-brand-primary mr-3">•</span>
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<span>Implementation of recommended calculations for MONAI users</span>
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</ul>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Publications</h3>
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<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>
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<a href="https://www.nature.com/articles/s41592-023-02151-z" class="link-hover">
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<span>Metrics Reloaded: Recommendations for image-analysis validation</span>
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<span>Data quality review for MICCAI 2025 lighthouse challenges</span>
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<span>Metrics Reloaded: Pitfalls and recommendations for image analysis validation</span>
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<span>Identification of key characteristics for benchmarking datasets</span>
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</section>
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Collaboration Opportunities</h2>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Development Contributions</h3>
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<span>Contribute to evaluation metrics development</span>
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<span>Encouragement to develop new datasets according to best practice</span>
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<span>Help create benchmarking tools</span>
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<span>Identification of relevant historical datasets to be used for benchmarking</span>
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<span>Develop validation frameworks</span>
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<span>Implementation of guidelines for upcoming datasets</span>
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</section>
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<div class="container relative">
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<h2 class="text-3xl font-bold text-neutral-darkestblack mb-8">Collaboration Opportunities</h2>
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<h3 class="text-xl font-semibold text-brand-primary mb-6 pb-2 border-b border-neutral-200">Community Engagement</h3>
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<span>Join our regular surveys</span>
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<span>Contribute to evaluation metrics testing</span>
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<span class="text-brand-primary mr-3">•</span>
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<span>Share your expertise in validation and benchmarking</span>

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