Here we report a method for increased resolution of single exposure three modality x-ray images using super-resolution. The three x-ray image modalities are absorption-, differential phase-contrast-, and dark-field-images. To create super-resolution, a non-mechanically movable micro-focus x-ray source is used. A series of almost identical x-ray projection images is obtained while the point source is translated in a two-dimensional grid pattern. The three image modalities are extracted from fourier space using spatial harmonic analysis, also known as the single-shot method. Using super-resolution on the low-resolution series of the three modalities separately results in high-resolution images for the modalities. This approach allows to compensate for the inherent loss in resolution caused by the single-shot method without increasing the need for stability or algorithms accounting for possible motion.
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Rix, K. R., Dreier, T., Shen, T., & Bech, M. (2019). Super-resolution x-ray phase-contrast and dark-field imaging with a single 2D grating and electromagnetic source stepping. Physics in Medicine and Biology, 64(16). https://doi.org/10.1088/1361-6560/ab2ff5