A three-stage training pipeline aligns face and text encoders to a pretrained speech-encoder space, then trains VITS on speech embeddings, and reports gains over single-modal baselines.
SYNTHE-SEES: Face based text-to-speech for virtual speaker,
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A Multi-Stage Framework for Multimodal Controllable Speech Synthesis
A three-stage training pipeline aligns face and text encoders to a pretrained speech-encoder space, then trains VITS on speech embeddings, and reports gains over single-modal baselines.