All these details and more in our technical paper! In short: SMERF training takes much longer, SMERF rendering is nearly as fast as 3DGS when a CUDA GPU is available, and quality is visibly higher than 3DGS on large scenes and slightly higher on smaller scenes.
https://arxiv.org/abs/2312.07541