A time-conditioned autoregressive transformer is proposed for contrast-free liver MRI synthesis, segmentation, and classification; benchmark gains are reported, but the model is conditioned on the ground-truth lesion mask.
Nephrogenic systemic fibrosis: suspected causative role of gadodiamide used for contrast-enhanced magnetic resonance imaging,
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T-CACE: A Time-Conditioned Autoregressive Contrast Enhancement Multi-Task Framework for Contrast-Free Liver MRI Synthesis, Segmentation, and Diagnosis
A time-conditioned autoregressive transformer is proposed for contrast-free liver MRI synthesis, segmentation, and classification; benchmark gains are reported, but the model is conditioned on the ground-truth lesion mask.