Systems, methods, and computer-readable storage mediums which use annotated environmental models for sensor modification are disclosed. A computing system receives an environmental model for a vehicle. The environmental model can include data from a plurality of modalities. Object annotations are received from sensors which are used to modify the environmental model, creating an annotated environmental model. A classification of a current situation is generated using the annotated environmental model, and a sensor is modified using the classification.