The current spatial resolution of PET images is ~4mm for whole body PET/MR. Anatomical MR images with higher resolution and superior SNR, have been used in PET reconstruction to improve the image quality and spatial resolution. However, these methods are generally vulnerable to mismatches between the anatomical image and the true activity distribution. To address this concern, we propose a feature based approach to incorporate anatomical priors in PET image reconstruction, where the location of a voxel or its neighbors doesn't play a direct role and both functional and anatomical images are used to construct the feature space.
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