A cycle-consistent translation framework with a frozen DINOv3 backbone and LoRA adapters translates H&E histology to HiP-CT style, reporting gains over CycleGAN in structural metrics and feature matching.
Medical Image Analysis50, 127–144 (2018)
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LoRCA: LoRA Cycle Adaptation for Histology to HiP-CT Translation with DINOv3
A cycle-consistent translation framework with a frozen DINOv3 backbone and LoRA adapters translates H&E histology to HiP-CT style, reporting gains over CycleGAN in structural metrics and feature matching.