“This paper introduces the research progress in the field of multimodal remote sensing data fusion classification. Relevant experts have constructed an adaptive fusion collaborative classification network based on Mamba structure for hyperspectral and LiDAR data, providing a new solution for improving the accuracy of land cover recognition classification.”