Appearance and movement based model for determining risk of micro mobility users

A non-transitory computer-readable medium comprising memory with instructions encoded thereon, the instructions causing one or more processors to perform operations when executed, the instructions comprising instructions to:

• receive, in a video stream, an image depicting a human operating a micro-mobility vehicle;
• extract one or more depictions associated with the human and the micro-mobility vehicle from the image;
• input the depictions into one or more machine learning models;
• receive as output, from the one or more machine learning models, a set of classifications representative of at least an appearance of the human, the appearance of the human predicted from a plurality of candidate appearances of the human, each of the plurality of candidate appearances of the human representative of a different object worn by the human;
• generate a risk profile based on the set of classifications;
• and
• generate a prediction that the human will take a particular action while operating the micro-mobility vehicle based on the risk profile.