NoiseController decomposes initial diffusion noise into scene-level foreground/background and shared/residual components, then collaborates them across views and frames, improving multi-view video consistency on nuScenes.
Fiery: Future instance prediction in bird’s-eye view from surround monocular cameras
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NoiseController: Towards Consistent Multi-view Video Generation via Noise Decomposition and Collaboration
NoiseController decomposes initial diffusion noise into scene-level foreground/background and shared/residual components, then collaborates them across views and frames, improving multi-view video consistency on nuScenes.