S3Gaussian uses neural rendering with 3D Gaussians to model and decompose street scenes for autonomous driving in a self-supervised manner, without relying on 3D bounding box annotations. It employs a multi-resolution hexplane-based encoder to encode 4D grid features and a multi-head Gaussian decoder to produce deformed 4D Gaussians. The entire model is optimized end-to-end without additional supervision.