Beyond In-Distribution Metrics: A Systematic Out-of-Distribution Evaluation of Congenital Heart Disease Segmentation

arXiv:2609.17068 · cs.CV, cs.AI · Submitted 2026-09-15 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-15

Updated: 2026-09-21

Comments: 12 pages, 6 figures, 2 tables. Accepted at STACOM 2026, held in conjunction with MICCAI 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

nnU-Net — 20× in this paper · explained in 2 episodes
Generalization — 17× in this paper · explained in 13 episodes
Adaptation — 8× in this paper · explained in 1 episode
Domain Adaptation — 6× in this paper · explained in 5 episodes
Transformer — 6× in this paper · explained in 2 episodes
Fine-Tuning — 4× in this paper · explained in 5 episodes
Robustness — 4× in this paper · explained in 5 episodes
Sample Efficiency — 3× in this paper · explained in 4 episodes
Accuracy — 2× in this paper · explained in 1 episode
Benchmark — 2× in this paper · explained in 2 episodes
Distribution Shift — 2× in this paper · explained in 5 episodes
Left Atrium — 2× in this paper
Left Ventricle — 2× in this paper
Pulmonary Artery — 2× in this paper
Right Atrium — 2× in this paper
Right Ventricle — 2× in this paper
Consistency — 1× in this paper · explained in 3 episodes
Embeddings — 1× in this paper · explained in 2 episodes
Generative Modeling — 1× in this paper · explained in 3 episodes
Masked Auto-Encoding — 1× in this paper
Self-Supervised Learning — 1× in this paper · explained in 8 episodes

Sources

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