An image capturing apparatus capable of replacing a learned model for performing processing on a captured image, with another, as required. The image capturing apparatus generates a captured image by capturing an image of an object, communicates with an information processing apparatus storing learned models associated with a plurality of objects of different classes, respectively, executes the processing on the captured image using a learned model associated with a high-priority object, generates history data based on at least one of the captured image and image capturing information at the image capturing time, acquires learned coefficient parameters of the learned model associated with another object from the information processing apparatus based on the generated history data, and changes settings of the learned model based on the acquired learned coefficient parameters.