Crop yield prediction method and device, electronic equipment and storage medium

The embodiment of the invention provides a crop yield prediction method and device, electronic equipment and a storage medium. The method comprises the following steps: acquiring remote sensing images of all crop planting fields and latitude and longitude information of the remote sensing images; cruising through the unmanned aerial vehicle and marking longitude and latitude information of crop planting areas in all crop planting fields; performing latitude and longitude matching according to the latitude and longitude information of the remote sensing image and the latitude and longitude information of the crop planting area so as to determine the crop planting area marked on the remote sensing image; taking a crop planting area marked on the remote sensing image as a training set of deep learning, and training the training set through a lightweight network to obtain a network model; and performing target crop annual yield prediction of the target crop planting area on the obtained remote sensing image of th