CONSIGN applies conformal prediction to segmentation by incorporating spatial structure through decomposition, producing tighter and more interpretable uncertainty estimates with error guarantees.
Deep Learning Segmentation of the Right Ventricle in Cardiac MRI: The M&Ms challenge.IEEE Journal of Biomedical and Health Informatics, 27: 3302–3313
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CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition
CONSIGN applies conformal prediction to segmentation by incorporating spatial structure through decomposition, producing tighter and more interpretable uncertainty estimates with error guarantees.