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Super-Resolution DL Reconstruction Boosts Edge Sharpness and Lesion Conspicuity in Liver MRI

Journal of computer assisted tomographyyesterday

Super-resolution deep learning reconstruction (SR-DLR) improved edge sharpness, lesion-to-liver contrast, and conspicuity vs conventional/standard DLR in liver MRI (P<0.001), but gains in malignant lesions were modest.

  • Liver SNR was similar between SR-DLR and standard DLR.
  • SR-DLR had slightly higher image noise and motion artifacts than DLR.
  • Improvements in contrast ratio were primarily due to cystic lesions; malignant lesion improvement was modest.

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