Single pass video generation model

A computer-implemented method comprising:

• training a first machine learning model to generate a first set of image samples based on a first input image;
• training a second machine learning model to identify the first set of image samples as generated by the first machine learning model, the second machine learning model comprising a spatial head and a temporal head;
• training the first machine learning model to generate a second set of image samples that the second machine learning model identifies as not generated by the first machine learning model, the second set of image samples based on a second input image;
• providing the first machine learning model a third input image;
• and
• generating a third set of image samples based on the third input image and the first machine learning model.

A non-transitory computer-readable storage medium storing instructions that, when executed by at least one processor, cause the at least one processor to perform operations comprising:

• training a first machine learning model to generate a first set of image samples based on a first input image;
• training a second machine learning model to identify the first set of image samples as generated by the first machine learning model, the second machine learning model comprising a spatial head and a temporal head;
• training the first machine learning model to generate a second set of image samples that the second machine learning model identifies as not generated by the first machine learning model, the second set of image samples based on a second input image;
• providing the first machine learning model a third input image;
• and
• generating a third set of image samples based on the third input image and the first machine learning model.