GeoNeXt Repurposes Video Models for Data-Efficient Geometry Estimation

GeoNeXt treats geometry estimation as a next-frame prediction task using pretrained video generative models. This approach enables unified depth and surface normal estimation without the need for large-scale labeled geometric datasets required by standard diffusion fine-tuning.