可形变Transformer辅助的胸部X光影像疾病诊断模型

胡锦波,聂为之,宋丹,高卓,白云鹏,赵丰

Chest X-ray imaging disease diagnosis model assisted by deformable Transformer

Jin-bo HU,Wei-zhi NIE,Dan SONG,Zhuo GAO,Yun-peng BAI,Feng ZHAO

表 2 CheXpert数据集上模型对各类疾病分类的性能对比

Tab.2 Comparison of model performance on CheXpert dataset for classification of various diseases

疾病种类 $\overline { {\text{AUC} } } $/% U-Ignore U-Zeros U-Ones Guan等[28] Pham等[29] Irvin等[30] Deformab-CDAM-D 肺不张 0.818 0.811 0.858 0.847 0.825 0 0.858 0 0.863 5 心脏肿大 0.828 0.840 0.832 0.868 0.855 0 0.832 0 0.865 5 肺实变 0.938 0.932 0.899 0.923 0.937 0 0.899 0 0.907 9 水肿 0.934 0.929 0.941 0.924 0.930 0 0.941 0 0.942 9 胸膜增厚 0.928 0.931 0.934 0.926 0.923 0 0.934 0 0.951 1 $ \overline {{\text{AUC}}}_{\rm{all}} $ 0.889 2 0.888 6 0.892 8 0.898 0.894 0 0.893 0 0.906 1