SplatAM is an interesting new way to generate 3D Gaussians in real-time. It relies on RGB+D data and doesn’t need COLMAP at all. I am not related to it but am using it for a project with a robot, as its main purpose is to do SLAM. As far as I understand, it uses the point cloud for the alignment of the images

edit:typo