[Paper] V2M-Zero: Zero-Pair Time-Aligned Video-to-Music Generation

Summary

V2M-Zero introduces a novel zero-pair approach for generating music that is precisely time-aligned with video events, addressing the limitations of existing text-to-music models in temporal control. The method is based on the key observation that temporal synchronization requires matching the timing and magnitude of changes, rather than semantic content, between visual and musical events. This allows for the creation of contextually synchronized soundtracks without needing paired training data.

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