Metric-guided Image Reconstruction Bounds via Conformal Prediction

1 code implementation • 23 Apr 2024 • Matt Y Cheung, Tucker J Netherton, Laurence E Court, Ashok Veeraraghavan, Guha Balakrishnan

We apply our method to sparse-view CT for downstream radiotherapy planning and show 1) that metric-guided bounds have valid coverage for downstream metrics while conventional pixel-wise bounds do not and 2) anatomical differences of upper/lower bounds between metric-guided and pixel-wise methods.

Conformal Prediction Image Reconstruction +2