Fig. 2: Application of the proposed framework on different reconstruction tasks.

For each of the tasks, we demonstrate the reconstructed images for two typical cases with their corresponding error maps compared to the ground-truth (GT) images. Ordered subset expectation-maximization (OSEM), filtered back projection (FBP), and zero filling (ZF) are traditional methods for PET, CT, MAR, and MRI reconstruction.