“The research progress of neural radiation field NeRF technology in the field of geographic reality 3D scenes has attracted much attention. This technology achieves high-quality view synthesis through neural implicit stereoscopic expression and differentiable rendering, providing new ideas for large-scale real-world 3D scene visualization. However, current research still faces challenges in multi-source data fusion, visual effect optimization, and other areas, which are worth further exploration in the future.”