Mask2Restore: Self-Supervised Ultrasound Despeckling via Inpainting

arXiv:2609.32844 · eess.IV, cs.CV · Submitted 2026-09-26 · Read on arXiv

eess.IV, cs.CV

Submitted: 2026-09-26

Updated: 2026-09-26

Terminology

• Regularization — 8× in this paper · explained in 3 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Conference on Computer Vision and Pattern Recognition — 4× in this paper
• Generalization — 4× in this paper · explained in 13 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Fidelity — 3× in this paper · explained in 2 episodes
• Ablation Studies — 2× in this paper · explained in 1 episode
• Deep Image Prior — 2× in this paper
• Adam — 1× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Analyzer — 1× in this paper · explained in 1 episode
• Edge Preservation Index — 1× in this paper
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Naturalness Image Quality Evaluator — 1× in this paper
• Over-smoothing — 1× in this paper · explained in 4 episodes
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• SAM 2: Segment Anything in Images and Videos
• Defining Robust Ultrasound Quality Metrics via an Ultrasound Foundation Model

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