Embodiments of the present application provide a method, an apparatus, and a device for identifying a passenger state in an unmanned vehicle, and a storage medium. The method comprises: obtaining monitoring data of different dimensions in a process where the passenger takes the unmanned vehicle; performing feature extraction on the monitoring data of the different dimensions and forming feature data of different dimensions; and identifying the passenger state according to the feature data of the different dimensions. By obtaining the monitoring data of various dimensions in the process where the passenger takes the unmanned vehicle to identify the passenger state, it is possible to omnidirectionally monitor the personal is safety and property safety of the passengers, and effectively protect the passenger taking the unmanned vehicle.