Cross-domain semantic compensation via spatial–frequency decoupling for robust medical image segmentation

Key Points

• Image segmentation accuracy improves significantly when spatial-frequency decoupling is applied.
• A notable enhancement of 25% in segmentation precision supports the efficacy of semantic compensation.
• Application of a novel algorithm facilitates better robustness in diverse medical imaging scenarios.
• Highlights the potential for enhanced diagnostic accuracy in clinical practice with advanced image processing.