Research Article

A Framework for Automatic Burn Image Segmentation and Burn Depth Diagnosis Using Deep Learning

Table 6

The performance of the HRNetV2-C1 networks trained with different training strategies on the testing set. HRNetV2-C1 Base means that no training strategy is used. HRNetV2-C1 Aug means that data augmentation is used. Aug & Weighted_Loss means that data augmentation and weighted loss strategies are used. Aug & Basic_Weight means that data augmentation and basic model weight strategies are used. The background class is not included when calculating mean IOU, mean PA, and mean DC.

Mean IOUMean PAMean DC

HRNetV2-C1 Base0.47320.63890.6413
HRNetV2-C1 Aug0.51180.65780.6757
Aug & Weighted_Loss0.51060.66150.6739
Aug & Basic_Weight0.51440.66840.6782