LSTMs and GANs are usually employed for short/long term vehicle trajectory prediction. The bird's eye view data can help the model understand the future trajectory based on interaction with infrastructure or other vehicles.
The research paper linked down below details the usage of U-nets for an image to image regression for generating future visuals.
