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We are looking to develop a video generation base model that operates directly in 2D. The model should be able to take a reference image of a person and audio features and generate a video of the given person which is syncronised to the corresponding audio. How would you go about designing such a model? We also want the ability to condition this model on further signals, for example emotion or textual descriptions. Would this change how you design the base model (which will not recieve these conditions)?
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Machine Learning Engineer

Interviewed at Tavus

4.4
Dec 15, 2025

We are looking to develop a video generation base model that operates directly in 2D. The model should be able to take a reference image of a person and audio features and generate a video of the given person which is syncronised to the corresponding audio. How would you go about designing such a model? We also want the ability to condition this model on further signals, for example emotion or textual descriptions. Would this change how you design the base model (which will not recieve these conditions)?

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