FSCM-Net: Frequency-Spatial Collaborative Modeling for Traffic Scene Semantic Segmentation
A Spectral Decoupling Adaptive Modulation module enhances low-frequency semantics and high-frequency details in the frequency domain, while a Hierarchical Spatial Dependency Modeling module captures local consistency and global semantic dependencies.