微调稳定扩散模型的裂缝图像数据集扩充方法

吴杰,韩贝林,张舣航,邹超,辛莉峰,黄仕平

Method for augmenting crack image datasets via fine-tuning of stable diffusion models

Jie WU,Beilin HAN,Yihang ZHANG,Chao ZOU,Lifeng XIN,Shiping HUANG

表 3 混合数据集在不同模型上的分割性能对比

Tab.3 Segmentation performance comparison of different models on mixed dataset %

实验组 U-Net TransUNet MobileVIT P R F1 IoU P R F1 IoU P R F1 IoU 1（基准数据集） 78.8 76.2 77.5 70.6 80.2 79.5 79.8 70.5 81.2 79.0 80.0 71.1 2 79.4 76.5 77.9 70.9 83.1 83.5 83.2 72.8 81.4 79.2 80.2 71.6 3 80.5 77.1 78.7 71.5 83.2 85.2 84.1 74.5 82.9 81.4 82.1 72.6 4 79.6 77.4 78.5 71.4 83.2 84.8 83.9 73.5 82.5 83.8 83.1 73.0 5 81.5 78.6 80.5 72.8 86.1 86.7 86.2 76.1 85.9 84.7 85.3 74.2