3 papers
cs.CV2026
Towards Practical Algorithm Selection for Unsupervised Domain Adaptation in Medical Imaging
Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2
Numerous unsupervised domain adaptation (UDA) algorithms exist, but for clinical practice, selecting the best-suited one along with proper hyperparameters often remains unclear, as…
cs.CV2026
How Far from Clinical Deployment? Evaluating the Complete Unsupervised Domain Adaptation Pipeline in Medical Imaging
Yiheng Xiong, Luisa Gallée, Daniel Santak Wolf +2
Deploying unsupervised domain adaptation (UDA) in clinical practice requires choosing which algorithm to use and which of its trained models to ship. However, the deployment (targe…
cs.AI2026
Source-Prior-Driven Selective Adaptation for Efficient Diffusion Model Finetuning
Yi Xiong, Yuan-Yuan Cheng, Xiao-Ming Fu
Fine-tuning large diffusion models for new domains or styles involves a trade-off: improving target-specific generation often degrades the pretrained model's broad generative capab…