基于距离度量损失框架的半监督学习方法

刘半藤,叶赞挺,秦海龙,王柯,郑启航,王章权

Semi-supervised learning method based on distance metric loss framework

Ban-teng LIU,Zan-ting YE,Hai-long QIN,Ke WANG,Qi-hang ZHENG,Zhang-quan WANG

表 3 各方法在 Pneumonia Chest X-ray 数据集中的验证结果

Tab.3 Validation results of each method on Pneumonia Chest X-ray dataset

方法 A/% Nl/N = 5% Nl/N = 10% Nl/N = 20% VAT 8.62 25.71 67.12 MeanTeacher 10.72 27.92 69.46 MixMatch 12.24 31.62 73.86 Remixmatch 15.07 33.78 74.02 UDA 11.87 31.89 75.31 UDA_unify 17.66 36.46 76.55 Fixmatch 19.12 37.22 77.54 Fixmatch_unify 23.55 40.91 77.67 Flexmatch 23.38 40.67 78.76 Unify Loss 26.57 42.26 79.24