openalexThe international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences2026-07-23
Unifying Street Scene Point Cloud Semantic Segmentation with Deformable Mesh-based Neural Representation
Abstract. Accurate semantic segmentation of urban point clouds is important for applications such as urban planning and autonomous driving. Recently, neural scene representations have been extended to merge semantic information across modalities and spatial dimensions. While 3D G…