Illustration of geometric regularization techniques. To ensure compact representation, the depth-normal consistency loss pulls the 3D Gaussian primitives to the asteroid surface. The rotation variance loss rotates the 3D Gaussian primitives to avoid identical orientations, improving the fit to the elliptical shape of asteroids. The scale constraint loss splits oversized 3D Gaussian primitives to better capture fine details.