2 papers
cs.CV2024
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation
Yuheng Xu, Taiping Zhang
Traditional domain generalization methods often rely on domain alignment to reduce inter-domain distribution differences and learn domain-invariant representations. However, domain…
cs.CV2024
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation
Yuheng Xu, Taiping Zhang
Domain-invariant representation learning is a powerful method for domain generalization. Previous approaches face challenges such as high computational demands, training instabilit…