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MetaView proposes a diffusion-based monocular novel view synthesis framework that combines implicit geometry priors with metric depth guidance to achieve consistent and controllable rendering under large viewpoint changes from a single image.
Stream3D-VLM is an online 3D vision-language model that enables real-time spatial understanding from streaming video by incrementally integrating geometry priors and using geometry-adaptive voxel compression, outperforming existing models on 3D spatial understanding tasks.