CONSIGN applies conformal prediction to segmentation by incorporating spatial structure through decomposition, producing tighter and more interpretable uncertainty estimates with error guarantees.
Multivariate Mixture Model for Myocardial Segmentation Combining Multi- Source Images.IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(12): 2933–2946, 2018
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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.