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Research models are often trained on large-scale structured datasets, such as those comprising 90K structured video samples paired with 3D spatial memory guidance. Geometry-Grounded Generation

: Uses a diffusion transformer (DiT) conditioned on static point clouds, effectively separating the movement of the camera from the movement of objects within the scene. 4. Technical Implementation & Dataset