基于对抗学习与交叉注意力的多任务阿尔茨海默病分类

顾佳佳, 王远军

Multi-task Alzheimer's Disease Classification Based on Adversarial Learning and Cross-attention

GU Jiajia, WANG Yuanjun

表2 不同模块的消融实验结果表

Table 2 Ablation results of different modules

模态 组合 ACC/(%) F1/(%) SEN/(%) SPE/(%) PRE/(%) AL MCFM MT MRI 74.79(±1.46) 72.38 73.39 87.38 75.31 PET 80.27(±2.65) 78.27 78.77 88.62 82.41 MRI+PET 85.18(±2.59) 83.15 83.60 91.61 83.16 MRI+PET+age √ √ 87.66(±2.48) 87.66 88.09 93.14 87.61 MRI+PET+age √ √ 90.00(±2.23) 89.50 89.26 94.95 90.28 MRI+PET+age √ √ 88.51(±2.45) 87.04 87.80 93.44 89.99 MRI+PET+age √ √ √ 91.10(±1.79) 91.01 90.53 95.53 90.90