A ControlNet branch plus a frequency-aware feature aligner lets a pretrained masked generative TTA model produce video-synchronized foley, beating several from-scratch models on VGGSound.
Synchformer: Efficient synchronization from sparse cues,
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SpecMaskFoley: Steering Pretrained Spectral Masked Generative Transformer Toward Synchronized Video-to-audio Synthesis via ControlNet
A ControlNet branch plus a frequency-aware feature aligner lets a pretrained masked generative TTA model produce video-synchronized foley, beating several from-scratch models on VGGSound.