METHOD AND APPARATUS FOR TRAINING SEMANTIC SEGMENTATION NETWORK, IMAGE PROCESSING METHOD AND APPARATUS BASED ON SEMANTIC SEGMENTATION NETWORK, AND DEVICE AND STORAGE MEDIUM

摘要

Disclosed are a method and apparatus for training a semantic segmentation network, an image processing method and apparatus based on the semantic segmentation network, and a device and a storage medium. The method for training a semantic segmentation network comprises: acquiring a training data set, wherein the training data set comprises a training image, and a labeled semantic segmentation image matching the training image; inputting the training image into a pre-constructed semantic segmentation network for processing, so as to generate a predicted semantic segmentation image; according to the predicted semantic segmentation image and the labeled semantic segmentation image, determining a classification loss function value and a consistency loss function value; and adjusting the semantic segmentation network according to the classification loss function value and the consistency loss function value.