From: SKZC: self-distillation and k-nearest neighbor-based zero-shot classification
 | Airplane | Automobile | Bird | ||||||
---|---|---|---|---|---|---|---|---|---|
Precision | Recall | f1-score | Precision | Recall | f1-score | Precision | Recall | f1-score | |
ViT-B/8 | 0.913 | 0.846 | 0.878 | 0.935 | 0.894 | 0.914 | 0.929 | 0.783 | 0.850 |
ViT-B/16 | 0.879 | 0.832 | 0.855 | 0.959 | 0.881 | 0.918 | 0.922 | 0.758 | 0.832 |
ViT-S/8 | 0.866 | 0.814 | 0.839 | 0.916 | 0.889 | 0.902 | 0.903 | 0.701 | 0.789 |
ViT-S/16 | 0.807 | 0.741 | 0.773 | 0.909 | 0.869 | 0.889 | 0.826 | 0.644 | 0.724 |
 | Dog | Frog | Horse | ||||||
Precision | Recall | f1-score | Precision | Recall | f1-score | Precision | Recall | f1-score | |
ViT-B/8 | 0.863 | 0.795 | 0.828 | 0.950 | 0.881 | 0.914 | 0.928 | 0.855 | 0.890 |
ViT-B/16 | 0.866 | 0.771 | 0.816 | 0.903 | 0.901 | 0.902 | 0.939 | 0.843 | 0.888 |
ViT-S/8 | 0.791 | 0.746 | 0.768 | 0.837 | 0.842 | 0.839 | 0.887 | 0.803 | 0.843 |
ViT-S/16 | 0.787 | 0.689 | 0.735 | 0.800 | 0.806 | 0.803 | 0.865 | 0.762 | 0.810 |
 | Cat | Deer | Ship | ||||||
Precision | Recall | f1-score | Precision | Recall | f1-score | Precision | Recall | f1-score | |
ViT-B/8 | 0.796 | 0.796 | 0.796 | 0.898 | 0.844 | 0.870 | 0.948 | 0.860 | 0.902 |
ViT-B/16 | 0.781 | 0.795 | 0.788 | 0.874 | 0.821 | 0.847 | 0.945 | 0.865 | 0.903 |
ViT-S/8 | 0.715 | 0.724 | 0.720 | 0.824 | 0.781 | 0.802 | 0.942 | 0.854 | 0.896 |
ViT-S/16 | 0.644 | 0.697 | 0.669 | 0.786 | 0.717 | 0.750 | 0.886 | 0.835 | 0.860 |
 | Truck | Micro avg | Macro avg | ||||||
Precision | Recall | f1-score | Precision | Recall | f1-score | Precision | Recall | f1-score | |
ViT-B/8 | 0.949 | 0.862 | 0.904 | 0.910 | 0.842 | 0.874 | 0.911 | 0.842 | 0.875 |
ViT-B/16 | 0.905 | 0.893 | 0.899 | 0.896 | 0.836 | 0.865 | 0.897 | 0.836 | 0.865 |
ViT-S/8 | 0.918 | 0.847 | 0.881 | 0.857 | 0.800 | 0.828 | 0.860 | 0.800 | 0.828 |
ViT-S/16 | 0.873 | 0.854 | 0.863 | 0.816 | 0.761 | 0.788 | 0.816 | 0.761 | 0.788 |