Joren Brunekreef

Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms

Image segmentation algorithms can be understood as a collection of pixel classifiers for which the outcomes of nearby pixels are correlated. Classifier models can be calibrated using Inductive Conformal Prediction but this requires holding back a sufficiently large calibration dataset for computing…