“Experts propose the FixMatch++framework to improve semi supervised learning, solve the problem of deep vision models relying on large-scale annotated data, enhance the efficiency of unlabeled data utilization, optimize feature extraction and fusion, significantly reduce classification error rates, and open up new directions for image classification research.”