UNet-AF: Alias-free UNet architectures

arXiv:2603.11323 · cs.CV · Submitted 2026-03-11 · Read on arXiv

cs.CV

Submitted: 2026-03-11

Updated: 2026-09-22

Code: https://github.com/jscanvic/UNet-AF

Terminology

• Activation Function — 10× in this paper · explained in 1 episode
• Ablation — 6× in this paper · explained in 1 episode
• Ablation Studies — 6× in this paper · explained in 1 episode
• Diffusion Model — 3× in this paper · explained in 8 episodes
• Diffusion Models — 3× in this paper · explained in 6 episodes
• Adam — 2× in this paper · explained in 2 episodes
• Inverse Problem — 2× in this paper · explained in 2 episodes
• Self-Supervised Learning — 2× in this paper · explained in 8 episodes
• Adaptive Sampling — 1× in this paper · explained in 1 episode
• Robustness — 1× in this paper · explained in 5 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Scale-Equivariant Imaging: Self-Supervised Learning for Image Super-Resolution and Deblurring
• Adam: A Method for Stochastic Optimization

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