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MRI-AUTOMAP

This is an implementation of the AUTOMAP algorithm described in the following paper: Zhu, Bo, et al. "Image reconstruction by domain-transform manifold learning." Nature 555.7697 (2018): 487.

Sample results

Figure 1. First row contains MRI k-space data, which is the input to the network. Second row is the direct Fourier transform of the k-space data, and finally the third row is the network-reconstructed MRI images.

Note that the network output are blurry. This might due to the training was performed on a small dataset (~5000 cardiac MRI images).