SAUF-Net: Structure--Appearance Representation Learning with Uncertainty Feedback for Semi-Supervised Medical Image Segmentation

arXiv:2609.02247 · cs.CV, cs.AI · Submitted 2026-09-02 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-02

Updated: 2026-09-02

Terminology

Consistency — 15× in this paper · explained in 3 episodes
Representation Learning — 8× in this paper · explained in 2 episodes
Appearance-Swapped Consistency — 7× in this paper
Pseudo-labels — 5× in this paper · explained in 2 episodes
Transformer — 5× in this paper · explained in 2 episodes
Ablation — 4× in this paper · explained in 1 episode
Semi-supervised Learning — 4× in this paper · explained in 4 episodes
Conference on Computer Vision and Pattern Recognition — 3× in this paper
Disentangled Guidance Module — 3× in this paper
Robustness — 3× in this paper · explained in 5 episodes
Regularization — 2× in this paper · explained in 3 episodes
Ablation Studies — 1× in this paper · explained in 1 episode
Ablation study — 1× in this paper · explained in 1 episode
Accuracy — 1× in this paper · explained in 1 episode
Adam — 1× in this paper · explained in 2 episodes
Adaptation — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Alignment Methods — 1× in this paper · explained in 1 episode
Decoupling — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Semi-Supervised Learning (SSL) — 1× in this paper · explained in 2 episodes

Sources

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