Multiclass semantic segmentation effects are illustrated in Table 4. Because of the large quantity of lessons and class imbalance, the performance of multiclass semantic segmentation is significantly less satisfactory. Pre-trained DeepLabV3 has demonstrated the top overall performance among all styles. Furthermore, weighted F1 scores also are mini