DTFormer: Text-Guided Semantic Alignment for RGB-D Segmentation

RGB-D semantic segmentation has made notable progress by fusing RGB and Depth, yet mainstream models still learn features almost exclusively from pixel-level supervision, lacking direct high-level semantic constraints.