深度监督对齐的零样本图像分类方法

曾素佳,庞善民,郝问裕

Zero-shot image classification method base on deep supervised alignment

Su-jia ZENG,Shan-min PANG,Wen-yu HAO

表 4 不同组件的消融实验结果

Tab.4 Results of ablation study for different components %

方法 CUB AWA1 AWA2 SUN APY U S H U S H U S H U S H U S H 按位加 44.7 55.9 49.7 56.1 77.7 65.2 54.1 80.4 64.7 31.3 43.3 36.3 31.1 67.4 42.5 语义全局标记 45.8 57.5 51.0 58.1 79.6 67.2 54.9 83.8 66.3 32.6 42.0 36.7 34.3 68.0 45.6 分布差异约束 45.1 61.4 52.0 61.5 76.4 68.2 55.4 80.9 65.8 32.2 43.1 36.9 33.4 66.2 44.4 对抗约束 46.0 57.8 51.2 60.4 75.3 67.0 56.0 82.4 66.7 33.1 43.0 37.4 33.9 68.9 45.4