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WorldSonus, an interactive video-to-audio framework designed for real-time spatial sound synthesis in world models, generalizes effectively to open-domain video-to-audio benchmarks, matching or outperforming state-of-the-art bidirectional models in both acoustic quality and spatial alignment.
World simulation is inherently multisensory, demanding synchronized visual and acoustic dynamics in real time. Yet prevailing interactive world models remain strictly silent, focusing exclusively on visual rendering and control while overlooking the acoustic dimension. We present HelixWorld, a real-time interactive aud...
LiveLight is presented, the first diffusion-based framework for real-time streaming video relighting with interactive 3D lighting control, which achieves state-of-the-art relighting quality while running at real-time speed, and will publicly release its models, training data, and synthetic data generator.
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