Embodiments of the present application disclose an
activity recognition method, a display method and an electronic device. The electronic device can obtain a plurality of poses of the electronic device, and then obtain one or more
feature data from the plurality of poses using a plurality of one-dimensional
convolution layers, each of the one or more
feature data indicating a motion state of a person holding the electronic device, an action of the person or a tool carried by the person, and then the electronic device displays the type of information indicated by the one or more
feature data in the form of an icon. According to the embodiments of the present application, the one-dimensional
convolution layer extracts feature data representing the activity state of the person, which can extract the feature representing the activity state of the person from multiple dimensions, so that the representation of the activity state of the person is more detailed and accurate. In addition, the
activity recognition module in the electronic device of the embodiments of the present application can interact with the map function, so that the electronic device can adaptively and in real time present the activity state of the person on the map interface.