CONSIGN applies conformal prediction to segmentation by incorporating spatial structure through decomposition, producing tighter and more interpretable uncertainty estimates with error guarantees.
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges.Information Fusion, 76:243–297, 2021
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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.