Image prediction optimization processing method and device

The invention relates to an image prediction optimization processing method and device, and belongs to the field of image processing, and the method comprises the steps: carrying out the preprocessing of a plurality of unmanned plane images; matching the plurality of deep learning semantic tags to each preprocessed unmanned aerial vehicle image to obtain a plurality of training samples, performing expansion processing on each training sample to obtain an expanded training sample set, and performing parameter configuration optimization in a convolutional neural network to obtain an expanded training sample set; and performing deep learning classification training on the optimized convolutional neural network through the expanded training sample set to obtain a trained convolutional neural network, performing image prediction classification to obtain a plurality of classification results, performing fusion processing on the plurality of classification results, and performing expansion cutting processing on the