<ul><li>SLEEPYLAND is an open-source sleep staging evaluation framework designed to address challenges in model evaluation, generalization, bias, and human annotations.</li><li>It includes over 22,000 hours of in-domain (ID) sleep recordings and 84,000 hours of out-of-domain (OOD) sleep recordings.</li><li>SOMNUS, an ensemble combining models across architectures and channel setups, achieves robust performance across twenty-four different datasets, outperforming individual models in 94.9% of cases.</li><li>In evaluations on multi-annotated datasets, SOMNUS exceeds the best human scorer, better reproducing the scorer consensus than any individual expert.</li></ul>

SLEEPYLAND: trust begins with fair evaluation of automatic sleep staging models

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