基于扩散合成与特征挖掘的工业图像异常检测
卜玉真,余家斌,马道滨,陈梁宇,孙龙,杨力,章东平

Industrial image anomaly detection via diffusion synthesis and feature mining
Yuzhen BU,Jiabin YU,Daobin MA,Liangyu CHEN,Long SUN,Li YANG,Dongping ZHANG
表 7 不同主干网络与特征维度设置下的异常检测性能对比
Tab.7 Performance comparison of anomaly detection under different backbone networks and feature dimension settings
Backbone{m1,···,mK}Image AUROC/%Pixel AUROC/%PRO/%
EfficientNetB4
{24,32,56,160}
93.9192.1878.95
ResNet34
{64,128,256,128}
97.0294.4173.59
WideResNet50
{128,256,256,128}
99.1898.3890.34
WideResNet50
{256,512,512,256}
99.7099.0593.36