Top-K accuracy and class-averaged macro top-K accuracy based on the test sets of Insect-Order and Diptera-Family classification experiments using the Small, Medium, and Large datasets using ViT/B-16 with CE loss function.
Classification Dataset Micro Top-K Macro Top-K F1-Scores
Top-1 Top-3 Top-5 Top-1 Top-3 Top-5 Micro Macro
Insect-Order Small 97.86 99.35 99.66 85.01 91.68 99.23 97.86 85.84
Medium 99.14 99.77 99.88 85.58 97.68 98.22 99.14 87.36
Large 99.69 99.96 99.98 90.61 98.14 99.32 99.62 92.65
Diptera-Family Small 94.01 97.26 98.01 92.37 96.53 97.42 94.01 93.03
Medium 96.66 98.34 98.77 91.81 96.37 97.20 96.66 92.77
Large 97.59 98.85 99.23 91.20 95.86 96.72 97.59 91.45