Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation

arXiv:2505.11909 · eess.IV, cs.CV · Submitted 2025-05-17 · Read on arXiv

eess.IV, cs.CV

Submitted: 2025-05-17

Updated: 2026-09-24

Code: https://github.com/JoshuaLPF/LowBridge

Terminology

• Adaptation — 22× in this paper · explained in 1 episode
• Generative Model — 18× in this paper · explained in 2 episodes
• Domain Adaptation — 12× in this paper · explained in 5 episodes
• Ablation — 8× in this paper · explained in 1 episode
• Ablation Studies — 7× in this paper · explained in 1 episode
• Model-Agnostic — 7× in this paper · explained in 2 episodes
• Alignment — 5× in this paper · explained in 1 episode
• Transformer — 4× in this paper · explained in 2 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Adam — 2× in this paper · explained in 2 episodes
• Feature Extraction — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Generative Models — 2× in this paper · explained in 2 episodes
• Adversarial Training — 1× in this paper · explained in 1 episode
• Average Surface Distance — 1× in this paper
• Benchmark — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 4 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Domain Shift — 1× in this paper · explained in 4 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Hybrid Models — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes

Sources

• Mamba: Linear-Time Sequence Modeling with Selective State Spaces
• Adam: A Method for Stochastic Optimization
• Decoupled Weight Decay Regularization

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