Metrics reloaded: a large team effort

Lena Maier-Hein

doi:10.1117/12.3011856

3 April 2024 Metrics reloaded: a large team effort

Lena Maier-Hein

Proceedings Volume 12926, Medical Imaging 2024: Image Processing; 129260M (2024) https://doi.org/10.1117/12.3011856
Event: SPIE Medical Imaging, 2024, San Diego, California, United States

Abstract

In this presentation, I will present Metrics Reloaded - a comprehensive framework guiding researchers in the problem-aware selection of metrics in biomedical image analysis. I will first demonstrate how the choice of performance metrics often fails to align with the clinicians’ interests, thereby impeding scientific progress and the practical application of machine learning (ML) algorithms. Next, I will present the Metrics Reloaded framework, which has been developed by an international expert consortium to overcome the aforementioned issues.

Conference Presentation

Citation Download Citation

Lena Maier-Hein "Metrics reloaded: a large team effort", Proc. SPIE 12926, Medical Imaging 2024: Image Processing, 129260M (3 April 2024); https://doi.org/10.1117/12.3011856

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