Style-Driven Data Synthesis and Degradation-Aware Enhancement for Ultrasound Image Restoration

arXiv:2609.35120 · cs.CV · Submitted 2026-09-28 · Read on arXiv

cs.CV

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/Jason0411202/DDG_LoRA

Terminology

Fidelity — 5× in this paper · explained in 2 episodes
Hallucination — 5× in this paper · explained in 4 episodes
Ablation — 4× in this paper · explained in 1 episode
Ablation study — 4× in this paper · explained in 1 episode
Alignment — 3× in this paper · explained in 1 episode
Diffusion Model — 3× in this paper · explained in 8 episodes
Two-Stage Framework — 3× in this paper · explained in 2 episodes
Adaptation — 2× in this paper · explained in 1 episode
Computer Vision and Pattern Recognition — 2× in this paper
Consistency — 2× in this paper · explained in 3 episodes
Diffusion Models — 2× in this paper · explained in 6 episodes
Dual Degradation-Guided — 2× in this paper
European Conference on Computer Vision — 2× in this paper
Analyzer — 1× in this paper · explained in 1 episode
Computer Vision and Pattern Recognition Workshops — 1× in this paper
Distillation — 1× in this paper · explained in 2 episodes
IEEE International Conference on Computer Vision — 1× in this paper
Latent Diffusion Model — 1× in this paper · explained in 2 episodes
Nash Equilibrium — 1× in this paper · explained in 2 episodes

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