“Experts propose a frequency domain guided RGB-D lightweight semantic segmentation network that integrates Transformer and CNN structures. Through the frequency domain guided mechanism, the cross modal feature fusion effect and model lightweighting level are improved. This significantly enhances the semantic alignment ability and information fusion efficiency in RGB-D semantic segmentation tasks, providing new ideas for the design of lightweight multimodal perception networks.”