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.
Scientific Reports15(1), 25972 (2025)
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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.